In [1]:
import mariadb
import json
In [2]:
with open('../credentials.json', 'r') as crd_json_fd:
json_text = crd_json_fd.read()
json_obj = json.loads(json_text)
In [3]:
credentials = json_obj["Credentials"]
username = credentials["username"]
password = credentials["password"]
In [4]:
table_name = "publications"
db_name = "ubbcluj"
In [5]:
mariadb_connection = mariadb.connect(user=username, password=password, database=db_name)
mariadb_cursor = mariadb_connection.cursor()
In [6]:
queryString = "SELECT COUNT(*) FROM "
queryString += table_name
In [7]:
try:
mariadb_cursor.execute(queryString)
except Exception as ex:
print(ex)
In [8]:
for item in mariadb_cursor:
count = item[0]
print("Number of publications: {0}".format(count))
Number of publications: 846
In [9]:
queryString = "SELECT Affiliations, COUNT(*) AS c FROM publications GROUP BY Affiliations ORDER BY c DESC"
try:
mariadb_cursor.execute(queryString)
except Exception as ex:
print(ex)
affiliations = []
for item in mariadb_cursor:
Affiliation = item[0]
affiliations.append(item[0])
c = item[1]
print("{0} : {1} occurences".format(Affiliation, c))
: 292 occurences
Studia Universitatis "Babes-Bolyai" : 21 occurences
Studia Universitas Babes-Bolyai : 13 occurences
International Journal of Computers : 9 occurences
Studia Universitatis Babeș-Bolyai Series Informatica : 8 occurences
Proceedings of the Symposium Colocviul Academic Clujean de INFORMATICA : 6 occurences
Knowledge Engineering: Principles and Techniques : 5 occurences
Zilele Academice Clujene (ZAC) : 5 occurences
Studies in Informatics and Control : 4 occurences
Studia Universitatis Babes- : 4 occurences
The International Journal of Information Technology and Intelligent Computing : 3 occurences
The Genetic and Evolutionary Computation Conference : 3 occurences
Editura Albastră : 3 occurences
V. Niculescu : 3 occurences
Proceedings of the Symposium "Zilele Academice Clujene" : 3 occurences
organized by “Babeş-Bolyai” University Cluj-Napoca : 3 occurences
International Journal on Artificial Intelligence Tools (IJAIT) : 2 occurences
Applied Soft Computing : 2 occurences
EuroGP2006 & EvoCOP2006 : 2 occurences
Acta Universitatis Apulensis : 2 occurences
MECO45 45th Conference of the Middle European Cooperation in Statistical Physics : 2 occurences
the 2016 IEEE 12th International Conference on Intelligent Computer Communication and Processing : 2 occurences
7th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing : 2 occurences
Communications and Control : 2 occurences
Journal of chemical information and computer sciences 40 (4), 1052-1061 : 2 occurences
Revista de Chimie 48 (10-11), 888-891 : 2 occurences
REVISTA DE CHIMIE 48 (8), 732-737 : 2 occurences
Cluj University Press : 2 occurences
2008 IEEE-TTTC International Conference on Automation : 2 occurences
The 10th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing : 2 occurences
IEEE Society Press : 2 occurences
The 11th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing : 2 occurences
Post-proceedings of KEPT 2009 : 2 occurences
INFOCOMP Journal of Computer Science : 2 occurences
Studia Universitatis "BabesBolyai" : 2 occurences
The 25th International Conference on Software, Telecommunications and Computer Networks (SoftCOM) : 2 occurences
International Conference on Next Generation Web Services Practices (NWeSP) : 2 occurences
2nd International Conference on Intelligent Computer Communication and Processing (ICCP) : 2 occurences
rd Balkan Conference in Informatics : 2 occurences
in WSEAS Transactions on Computers : 2 occurences
Proceedings of the Symposium " : 2 occurences
2015 14th RoEduNet International Conference-Networking in Education and … : 2 occurences
Studia Universitatis : 2 occurences
Universitatea Babes-Bolyai : 2 occurences
Proceedings of the International Symposium on Symbolic and Numeric Algorithms for Scientific Computing : 2 occurences
may 2017. ISSN 2065-9601. : 2 occurences
http://www.cs.ubbcluj.ro/~studia-i/ : 2 occurences
Creative Mathematics and Informatics : 2 occurences
Applied Intelligence : 1 occurences
Genetic Programming and Evolvable Machines : 1 occurences
Journal of Artificial Evolution and Applications : 1 occurences
The 19th International Conference on Artificial Intelligence and Soft Computing : 1 occurences
European congress of radiology (ECR 2020) https://www.myesr.org/congress : 1 occurences
European Society of Cardiovascular Radiology Congress (ESCR 2019) https://www.escr.org/congress/ : 1 occurences
GECCO 2019 (Proceedings of the Genetic and Evolutionary Computation Conference Companion : 1 occurences
KES 2019 (Proceedings of the 23rd International Conference on Knowledge-Based and Intelligent Information Engineering Systems : 1 occurences
HAIS 2019 (In: Pérez García H. : 1 occurences
ICSOFT 2019 (The 14th International Conference on Software Technologies (ICSOFT 2019) : 1 occurences
SEKE 2019 (Proc. of the 31st International Conference on Software Engineering Knowledge Engineering : 1 occurences
ECIS 2019 (In Proceedings of the 27th European Conference on Information Systems (ECIS) : 1 occurences
Applications of Evolutionary Computation. EvoApplications 2017. Lecture Notes in Computer Science : 1 occurences
6th International Workshop on Combinations of Intelligent Methods and Applications (CIMA 2016) : 1 occurences
1862 – 1867 : 1 occurences
2012 – bibTex : 1 occurences
2010 – bibTex : 1 occurences
2009 – bibTex : 1 occurences
2008 – bibTex : 1 occurences
8 ème édition de la conférence francophone Extraction et Gestion des Connaissances : 1 occurences
16e congres francophone AFRIF-RFIA : 1 occurences
12th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems : 1 occurences
pp. 107-116 – pdf : 1 occurences
11th European Symposium on Artificial Neural Networks : 1 occurences
EuroGP2008 & EvoCOP2008 : 1 occurences
Grand Colloque STIC 2007 : 1 occurences
Terminologie et Intelligence Artificielle : 1 occurences
Improving SVM Performance using a Linear Combination of Kernels : 1 occurences
Workshop on Evolutionary Multi-objective Optimization: Design and Applications : 1 occurences
The 2007 International Conference on Machine Learning and Applications ( ICMLA’07) : 1 occurences
The NASA/ESA Conference on Adaptive Hardware and Systems : 1 occurences
Evolutionary Computation Workshop : 1 occurences
the 6th IEEE Communications International Conference : 1 occurences
Proceeding of7th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing : 1 occurences
International Conference on Computational Intelligence for Modelling Control and Automation : 1 occurences
International Conference – the Impact of European Integration on the National Economy : 1 occurences
International Conference on Computers and Communications : 1 occurences
Talanta 65 (5), 1215-1220 : 1 occurences
Journal of chemical information and computer sciences 42 (6), 1363-1369 : 1 occurences
Analytical chemistry 68 (5), 771-778 : 1 occurences
Computer Libris Agora : 1 occurences
Journal of chemical information and computer sciences 36 (3), 465-482 : 1 occurences
Reviews in Computational Chemistry 20, 249 : 1 occurences
Analytical letters 27 (5), 1031-1054 : 1 occurences
Chemometrics and Intelligent Laboratory Systems 97 (1), 25-32 : 1 occurences
Analytica chimica acta 310 (2), 269-279 : 1 occurences
Mij 1 (2), 1 : 1 occurences
IN PROCEEDINGS RECENT ADVANCES IN NATURAL LANGUAGE PROCESSING, RANLP-2001 : 1 occurences
Chemosphere 40 (5), 513-520 : 1 occurences
International Conference on Hybrid Artificial Intelligence Systems, 621-628 : 1 occurences
Journal of chemical information and computer sciences 37 (3), 510-516 : 1 occurences
Talanta 54 (1), 125-130 : 1 occurences
Journal of chemical information and computer sciences 36 (6), 1098-1108 : 1 occurences
Journal of chemical information and computer sciences 35 (5), 851-857 : 1 occurences
International Symposium on Bioinformatics Research and Applications, 1-12 : 1 occurences
Fuzzy sets and systems 73 (3), 365-376 : 1 occurences
Studia Universitatis Babes-Bolyai, Series Informatica 49 (2), 111-122 : 1 occurences
Studia Univ. Babes-Bolyai, Series Informatica 2, 53-66 : 1 occurences
Rev. Chim.(Bucharest) 44, 450-459 : 1 occurences
Studia Universitas Babes-Bolyai, Seria Informatica 53 (2), 27-38 : 1 occurences
2008 19th International workshop on database and expert systems applications … : 1 occurences
Ed. Mediamira, Cluj-Napoca : 1 occurences
COLING 2000 Volume 2: The 18th International Conference on Computational … : 1 occurences
Ph. D. thesis," Babeş-Bolyai" University, Faculty of Mathematics and … : 1 occurences
9th RoEduNet IEEE International Conference, 73-78 : 1 occurences
Rev Chimie 59, 1237-1241 : 1 occurences
Software Engineering Techniques in Progress, Wroclaw University of … : 1 occurences
7 : 1 occurences
TheScientificWorldJournal 1, 369-390 : 1 occurences
natural science (chemometrics, environmental sciences, biology, geology, etc … : 1 occurences
Proceedings of the 18th International Conference on Computational … : 1 occurences
Fuzzy sets and systems 96 (1), 111-118 : 1 occurences
2010 Second International Conference on Computational Intelligence … : 1 occurences
MACS2010: Proceedings of the 8th Joint Conference on Mathematics and … : 1 occurences
Babes-Bolyai University, Faculty of Mathematics and Computer Science … : 1 occurences
Chemosphere 40 (513), e520 : 1 occurences
Studia Universitatis Babes-Bolyai, Series Informatica 41 (1), 69-80 : 1 occurences
ICAART (1), 477-480 : 1 occurences
Informatics, 198-204 : 1 occurences
Studia Universitatis Babes-Bolyai Series Informatica 56 (2), 55-61 : 1 occurences
Proceedings of the 5th international conference on Soft computing as … : 1 occurences
Creative Mathematics and Informatics 17 (3), 505-510 : 1 occurences
Studia Universitatis Babes-Bolyai Series Informatica 48 (2), 83-94 : 1 occurences
Pure Mathematics and Applications 14 (3), 221-232 : 1 occurences
MATCH-Communications in Mathematical and in Computer Chemistry, 387-400 : 1 occurences
Studia Universitatis Babes-Bolyai, Informatica 61 (1) : 1 occurences
STUDIA UNIVERSITATIS BABES-BOLYAI CHEMIA 60 (2), 101-108 : 1 occurences
Studia Univ, Babes-Bolyai, Informatica 53 (2) : 1 occurences
Proceedings 6th International Conference on Electromechanical and Power … : 1 occurences
The 4-th International Conference RoEduNet Romania (Sovata, Târgu-Mures, 150-157 : 1 occurences
Mediamira : 1 occurences
Dacia Publisher House, Cluj-Napoca : 1 occurences
The 7th International Forum Process Analytical Chemistry (Process Analysis … : 1 occurences
Proceedings of the 31st International BCS Human Computer Interaction … : 1 occurences
Acta electrotechnica et informatica 12 (2), 16 : 1 occurences
Studia Universitatis Babes-Bolyai Series Informatica 47 (2), 61-72 : 1 occurences
Resuscitation 82, S19 : 1 occurences
KEPT2011: Knowledge Engineering Principles and Techniques, Selected Papers … : 1 occurences
Resuscitation 81 (2), S39 : 1 occurences
Cluj University Press, Cluj-Napoca : 1 occurences
Creative Mathematics and Informatics 1 (3), 505-510 : 1 occurences
A research paper of Sysgenic Sourcing, Available at sourcing. sysgenic. com … : 1 occurences
Studia Universitatis Babes-Bolyai, Series Mathematica 40 (3), 89-100 : 1 occurences
Revista de Chimie 44 (5), 450-459 : 1 occurences
Studia Universitatis Babes-Bolyai, Series Informatica 62 (1), 60-74 : 1 occurences
Studia Universitatis Babes-Bolyai, Series Informatica 58 (3), 5-16 : 1 occurences
UNIVERSITATIS BABEŞ-BOLYAI INFORMATICA, 91 : 1 occurences
2009 IEEE International Conference on Data Mining Workshops, 545-550 : 1 occurences
Studia Universitatis Babes-Bolyai, Informatica : 1 occurences
LUX Eur, 499-506 : 1 occurences
2008 First International Conference on Complexity and Intelligence of the … : 1 occurences
Presa Universitară Clujeană : 1 occurences
1 : 1 occurences
Studia Universitatis Babes-Bolyai, Chemia 65 (1) : 1 occurences
2019 IEEE 15th International Scientific Conference on Informatics, 000037-000042 : 1 occurences
2019 21st International Symposium on Symbolic and Numeric Algorithms for … : 1 occurences
2018 AEIT International Annual Conference, 1-6 : 1 occurences
Rev. Roum. Chim 63 (5-6), 489-496 : 1 occurences
STUDIA UNIVERSITATIS BABES-BOLYAI MATHEMATICA 61 (1), 123-124 : 1 occurences
Studia Universitatis Babes-Bolyai, Chemia 60 : 1 occurences
STUDIA UNIVERSITATIS BABES-BOLYAI MATHEMATICA 59 (3), 393-394 : 1 occurences
Open Computer Science 4 (3), 127-140 : 1 occurences
Zoltán Csörnyei (Ed.), 45 : 1 occurences
International Journal of Computer Information Systems and Industrial … : 1 occurences
MaCS’10, 47 : 1 occurences
ACADEMY OF ROMANIAN SCIENTISTS, 23 : 1 occurences
KEPT 2009 International Conference Knowledge Engineering Principles and … : 1 occurences
Revista Română de Informatică şi Automatică 18 (3), 101-112 : 1 occurences
Central European Functional Programming School, 228-249 : 1 occurences
Studia Universitatis Babes-Bolyai, Informatica Special Issue, 219-226 : 1 occurences
Studia Universitatis Babes-Bolyai, Informatica Special Issue, 236-243 : 1 occurences
Cell 39, 081678652 : 1 occurences
Ingineria Iluminatului, 37 : 1 occurences
REVISTA DE CHIMIE 51 (1), 17-29 : 1 occurences
Education and training 1995 : 1 occurences
UNIVERSITATIS BABEŞ-BOLYAI INFORMATICA, 5 : 1 occurences
LSD–Lighting Systems Desing–un program pentru proiectarea sistemelor de iluminat : 1 occurences
A guide for writing a scientific paper : 1 occurences
UBB Îndrumator, HF Pop : 1 occurences
COMMON MISTAKES IN WRITING A SCIENTIFIC PAPER : 1 occurences
pp. 181-196 (2018 IF=2.203 : 1 occurences
Using Software Metrics for Automatic Software Design Improvement : 1 occurences
International Journal of Innovative Computing Information and Control : 1 occurences
Knowledge and Information Systems : 1 occurences
pp. 1–12 (2018 IF=1.928 : 1 occurences
2013 (2018 IF=2.776 : 1 occurences
International Journal of Innovative Computing : 1 occurences
Information Sciences 441C (2018) : 1 occurences
Applied Soft Computing 65C (2018) pp. 517-530 (2018 IF=4.873 : 1 occurences
Journal of Systems and Software : 1 occurences
Expert systems with Applications : 1 occurences
ICCP 2007: Proceedings of the IEEE 3rd International Conference on Intelligent Computer Communication and Processing : 1 occurences
Proceedings of The 22th International Symposium on Computer and Information Sciences : 1 occurences
The Eighth International Conference on Artificial Intelligence and Soft Computing : 1 occurences
European Computing Conference : 1 occurences
Proceedings of the International Conference on Complexity and Intelligence of the Artificial and Natural Complex Systems - Medical Applications of the Compex Systems Biomedical Computing CANS : 1 occurences
Proceedings of the International Conference on SOFTWARE ENGINEERING : 1 occurences
Proceedings 6 th International Workshop on Formal Engineering Approaches to Software Components and Architectures : 1 occurences
Rapid prototyping of service-oriented applications on OSGi platform : 1 occurences
ICCP 2009: Proceedings of the IEEE 5th International Conference on Intelligent Computer Communication and Processing : 1 occurences
Proceedings of the 9 th International Conference on Software Engineering : 1 occurences
Proceedings of the 13th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing : 1 occurences
Post proceedings of KEPT 2011 : 1 occurences
A novel approach for software defect prediction using fuzzy decision trees : 1 occurences
An Improved Approach for Class Test Ordering Optimization using Genetic Algorithms : 1 occurences
Automatic algorithmic complexity determination using dynamic program analysis : 1 occurences
2007 International Conference on Software Engineering Theory and Practice : 1 occurences
SERP : 1 occurences
International Conference on Theory and Applications of Mathematics and Informatics (ICTAMI : 1 occurences
2010 IEEE-TTTC International Conference on Automation : 1 occurences
in Recent Researches in Communications and IT : 1 occurences
G. and Sotoc : 1 occurences
IJCSNS International Journal of Computer Science and Network Security : 1 occurences
WSEAS Transactions on Electronics : 1 occurences
Analele Universitatiii de Vest Timisoara : 1 occurences
International Conference on Applied Mathematics : 1 occurences
Special Issue on Complexity in Sciences and Artifical Intelligence : 1 occurences
Wseas Transactions on Computers : 1 occurences
Wseas Transactions on Information Science and Applications : 1 occurences
IJCTA - International Journal of Computer Technology and Applications : 1 occurences
Studia Babes-Bolyai Informatica : 1 occurences
Studia Universitatis "BabesBolyai”Informatica : 1 occurences
Proceedings of the 3rd Balkan Conference in Informatics : 1 occurences
Directii noi de cercetare in Informatica : 1 occurences
IFIP Advances in Information and Communication Technology : 1 occurences
The 14th International Conference on Formal Concept Analysis (ICFCA) : 1 occurences
The 24th International Conference on Software, Telecommunications and Computer Networks (SoftCOM) : 1 occurences
The 4th International Workshop on Artificial Intelligence for Knowledge Management (AI4KM) : 1 occurences
The 22nd International Conference on Conceptual Structures (ICCS) : 1 occurences
The 8th International Conference on Knowledge Science, Engineering and Management (KSEM) : 1 occurences
23rd International Conference on Software, Telecommunications and Computer Networks (SoftCOM) : 1 occurences
The 7th International Conference on Knowledge Science, Engineering and Management : 1 occurences
IEEE International Conference on Intelligent Computer Communication and Processing (ICCP) : 1 occurences
Knowledge Engineering Principles and Techniques (KEPT) : 1 occurences
9th Roedunet International Conference (RoEduNet) : 1 occurences
KEPT2009 Knowledge Engineering Principles and Techniques : 1 occurences
The Fourth International Conference on Internet and Web Applications and Services : 1 occurences
International Conference on Informatics Education Europe II (IEEII) : 1 occurences
Didactica Mathematica : 1 occurences
International Journal of Computers, Communications & Control (IJCCC) : 1 occurences
Conferinta Nationala Didactica Matematicii : 1 occurences
PhD thesis : 1 occurences
Carpathian Journal of Mathematics,
seria B, fascicola Matematica-Informatica : 1 occurences
IEEE Global Telecommunications Conference (GLOBECOM) : 1 occurences
10th IEEE International Conference on Software, Telecommunications and Computer Networks (SoftCOM) : 1 occurences
15th Internet Traffic Engineering and Traffic Management (ITC) : 1 occurences
transfer report (for master degree) : 1 occurences
First Joint IEI/IEE Symposium on Telecommunications Systems Research : 1 occurences
Dissertation thesis : 1 occurences
bachelor thesis : 1 occurences
Computing And Informatics : 1 occurences
International Journal of Computers Communications & : 1 occurences
th International Conference on Intelligent Computer Communication and Processing( : 1 occurences
A Comparison of AOP based Monitoring Toolsin Proceedings of International Conference Knowledge Engineering: : 1 occurences
in Proceedings of Complexity In Artificial And Natural Systems ( : 1 occurences
in Proceedings of Sixth International Conference on Applied Mathematics ( : 1 occurences
th IEEE International Conference on Intelligent Computer Communication and Processing ( : 1 occurences
rd IEEE International Conference on Intelligent Computer Communication and Processing ( : 1 occurences
in Proceedings of Knowledge Engineering: : 1 occurences
in Proceedings of Linking Aspect Technology and Evolution ( : 1 occurences
A Learning Interface Agent for User Behavior Prediction : 1 occurences
th WSEAS International Conference on Mathematical Methods and Computational Techniques in Electrical Engineering ( : 1 occurences
th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing ( : 1 occurences
in Proceedings of Fifth International Conference on Applied Mathematics ( : 1 occurences
th European Conference on Intelligent Systems and Technologies ( : 1 occurences
in Proceedings of Towards Evaluation of Aspect Mining ( : 1 occurences
TTTC International Conference on Automation : 1 occurences
In Proceedings of International Conference on Theory and Applications of Mathematics and Informatics ( : 1 occurences
th annual ACM SIGPLAN Conference on Object- : 1 occurences
in INFOCOMP Journal of Computer Science : 1 occurences
Zilele Academice Clujene : 1 occurences
Presa Universitare Clujeana : 1 occurences
Conferinta Nationala de Interactiune Om- : 1 occurences
Proceedings of the National Conference " : 1 occurences
Aspect Oriented Programming: : 1 occurences
Colocviul Academic Clujean de Informatica" : 1 occurences
Revista Romana de Interactiune Om- : 1 occurences
Seminar on Computer Science : 1 occurences
Editura Casa Cartii de Stiinta : 1 occurences
Proceedings of the 2007 Euro American conference on Telematics and … : 1 occurences
Mobilelearning anytimeeverywhere, 27 : 1 occurences
Springer : 1 occurences
Proceedings of the 2009 Euro American Conference on Telematics and … : 1 occurences
Distributed environments adaptability, semantics and security issues … : 1 occurences
IEEE International Workshop on Wireless and Mobile Technologies in Education … : 1 occurences
AECE 15 (2), 93-102 : 1 occurences
IEEE International Conference on Pervasive Services, 76-79 : 1 occurences
Proc. Consortium Proceedings of International Conference on Affective … : 1 occurences
Electronic Communications of the EASST 28 : 1 occurences
Acta Technica Napocensis 56 (3), 29 : 1 occurences
International Journal of Computers Communications & Control 7 (1), 53-60 : 1 occurences
Innovations and Advances in Computer Sciences and Engineering, 165-170 : 1 occurences
Proceedings of the 2nd French-speaking conference on Mobility and ubiquity … : 1 occurences
Proceedings of the International Conference on Software Engineering and … : 1 occurences
Technical University of Cluj-Napoca : 1 occurences
Sci. Ann. Cuza Univ. 15, 81-90 : 1 occurences
C++-editia a doua adaugita : 1 occurences
Mobilité et Ubiquité 2011 UBIMOB’11 : 1 occurences
Le Colloque Francophone sur le Style de Vie Sain des Jeunes 10, 86 : 1 occurences
in Proceedings of the 27th International Conference on Software, Telecommunications and Computer Networks (SoftCOM), pp. 1-6, DOI: 10.23919/SOFTCOM.2019.8903794, September 19-21, 2019, Split, Croatia; : 1 occurences
in Proceedings of the 27th International Conference on Software, Telecommunications and Computer Networks (SoftCOM), pp. 1-6, DOI: 10.23919/SOFTCOM.2019.8903906, September 19-21, 2019, Split, Croatia; : 1 occurences
in Proceedings of the 27th Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP 2019), pp. 199-204, DOI: 10.1109/EMPDP.2019.8671597, February 13-15, 2019, Pavia, Italy. : 1 occurences
in Proceedings of the 26th International Conference on Software, Telecommunications and Computer Networks (SoftCOM), pp. 1-6, DOI: 10.23919/SOFTCOM.2018.8555759, September 13-15, 2018, Split – Supetar (Island of Brac), Croatia. : 1 occurences
in Proceedings of the Euro-Par 2017: Parallel Processing Workshops, pp. 240-251, DOI: 10.1007/978-3-319-75178-8_20, Lecture Notes in Computer Science, vol 10659. Springer, Cham; : 1 occurences
in Proceedings of the 19th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing – SYNASC 2017, pp. 304-311, DOI: 10.1109/SYNASC.2017.00057, September 21-24, 2017, Timișoara, Romania; : 1 occurences
in Proceedings of the 18th International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT’17), pp. 255-262, DOI: 10.1109/PDCAT.2017.00049, December 18-20, 2017, Taipei, Taiwan. : 1 occurences
in Studia Universitatis Babeş-Bolyai, Seria Informatica, Vol. LXI, No. 2, pp. 54-69, 2016. : 1 occurences
in Studia Universitatis Babeş-Bolyai, Seria Informatica, Vol. LIX, No. 1, pp. 83-91, 2014. : 1 occurences
in Proceedings of the KEPT 2013 – Knowledge Engineering Principles and Techniques Conference, Studia Universitatis Babeş-Bolyai, Volume LVIII, No. 3, pp. 78-89, 2013. : 1 occurences
in Proceedings of the National Symposium “Zilele Academice Clujene 2012”, pp. 100-104, May 2012; : 1 occurences
in Studia Universitatis Babeş-Bolyai, Seria Informatica, Vol. LVII, No. 3, pp. 41-48, 2012. : 1 occurences
in Proceedings of the KEPT 2009 – Knowledge Engineering Principles and Techniques, Studia Universitatis Babeş-Bolyai, Special Issue 2009, Volume II, pp. 288-291, July 2009. : 1 occurences
International Conference on Computers, Communications & Control (ICCCC 2008), Felix Spa, Romania, Vol. III (2008), ISSN 1841-9836, pp. 201-205; : 1 occurences
in Proceedings of the 7th International Conference RoEduNet 2008, pp. 30-33, Cluj-Napoca, Romania; : 1 occurences
An. Univ. de Vest Timisoara, Seria Matematica-Informatica, Vol. XLVI, No. 2, pp. 27-35, 2008. : 1 occurences
in Proceedings of the Knowledge Engineering Principles and Techniques Conference, KEPT 2007, Cluj-Napoca, pp. 227-235, June 2007; : 1 occurences
in Proceedings of Knowledge Engineering Principles and Techniques, KEPT 2007, Cluj-Napoca, pp. 298-306, June 2007. : 1 occurences
in Proceedings of the Symposium “Colocviul Academic Clujean de Informatica”, pp. 137-142, June 2006; : 1 occurences
in Studia Universitatis Babeş-Bolyai, Seria Informatica, Vol. LI, No. 1, pp. 37-48, 2006; : 1 occurences
in Proceedings of the Symposium “Colocviul Academic Clujean de Informatica”, pp. 125-130, June 2006. : 1 occurences
in Proceedings of the 4th ROEDUNET International Conference, Education/Training and Information/Communication Technologies – ROEDUNET ’05, Romania, pp. 225-234, 2005; : 1 occurences
in Studia Universitatis Babeş-Bolyai, Vol. L(1), pp. 79-88, 2005; : 1 occurences
in Proceedings of the Symposium “Colocviul Academic Clujean de Informatica”, pp. 123-128, 2005. : 1 occurences
in Proceedings of the Symposium “Zilele Academice Clujene”, pp. 129-133, Cluj-Napoca, 2004; : 1 occurences
in Proceedings of the Symposium “Zilele Academice Clujene”, pp. 117-122, Cluj-Napoca, 2004; : 1 occurences
Carpathian Journal of Mathematics, ISSN: 1584-2851, Vol. 20, No. 2, pp. 149-154, 2004. : 1 occurences
in Proceedings of the Symposium Colocviul Academic Clujean de Informatica, pp. 19-24, 2003. : 1 occurences
in Proceedings of the Symposium “Zilele Academice Clujene”, Computer Science Section, pp. 19-25, Cluj-Napoca, 2002. : 1 occurences
in Babeş-Bolyai University, Faculty of Mathematics and Computer Science, Seminar on Computer Science, Preprint, Vol. 2001, pp. 33-40, 2001. : 1 occurences
Studia Universitatis Babeş-Bolyai, Seria Informatica, Vol. XLV, No. 2, pp. 95-103, 2000. : 1 occurences
2020. [DOI] : 1 occurences
Proceedings of 49th Annual Frontiers in Education Conference : 1 occurences
Telecommunications and Computer Networks (SoftCOM)At: Split : 1 occurences
Distributed and Network-Based Processing (PDP 2019) : 1 occurences
Virginia Niculescu : 1 occurences
Proceedings of workshops. LNCS : 1 occurences
Applications and Technologies (PDCAT). IEEE : 1 occurences
Germany 8-12 July 2015(link) [DOI] : 1 occurences
IEEE Computer Society : 1 occurences
pages 57-65. IEEE Computer Society : 1 occurences
Principles and Techniques (June 2013) Studia Universitatis "Babes-Bolyai" : 1 occurences
Proceedings of the 11th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing : 1 occurences
pp. 265-274 (ISI - Conference Proceedings Citation Index)(.pdf) : 1 occurences
Proceedings of the International Conference on Numerical Analysis and Approximation Theory : 1 occurences
Proceedings 20th IEEE International Parallel & Distributed Processing Symposium (IPDPS 2006) : 1 occurences
pp. 101-108.(ISI - Conference Proceedings Citation Index)[DOI] : 1 occurences
Companion to the 19th annual ACM SIGPLAN conference on Object-oriented programming systems : 1 occurences
Proceedings of Eight World Multi-Conference on Systemics : 1 occurences
Proceedings of InternationalSymposium on Symbolic and Numeric Algorithms for Scientific Computing SYNASC : 1 occurences
V. Niculescu.Teaching about Creational Design Patterns : 1 occurences
Proceedings of International Symposium on Symbolic and Numeric Algorithms for Scientific Computing SYNASC : 1 occurences
Proceedings of International Conference on Parallel and Distributed Processing Techniques and Applications (PDPTA’2001) : 1 occurences
Proceedings of the Fifth Joint Conference on Mathematics and Computer Science : 1 occurences
Proceedings of abstracts of the Fourth Joint Conference on Mathematics and Computer Science : 1 occurences
Proceedings of abstracts of the Third Joint Conference on Mathematics and Computer Science : 1 occurences
Applied Medical Informatics. 30Mar.2020;42(1):9-8. (link) : 1 occurences
5016-5037. (doi) : 1 occurences
pp. 67-78 doi: 10.17114/j.aua.2015.42.05 (.pdf). : 1 occurences
pp.335-355 (.pdf). : 1 occurences
V. Niculescu.PARES - A Model for Parallel Recursive Programs : 1 occurences
Number 4 (Dec. 2012) : 1 occurences
No.3 (Sept. 2012) : 1 occurences
Special Issue : 1 occurences
Vol. LVI(3) : 1 occurences
Journal of Parallel and Distributed Computing : 1 occurences
Proceedings of ICTAC 2007 : 1 occurences
Romanian Journal of Information Science and Technology (ROMJIST) : 1 occurences
The Journal of Supercomputing : 1 occurences
Lecture Notes in Computer Science: Proceedings of International Conference EuroPar’2002 : 1 occurences
PU.M.A. (Pure Mathematics and Applications) : 1 occurences
EDITORS: Militon FRENT¸ IU Horia F. POP Simona MOTOGNA. : 1 occurences
pp. 3-8. : 1 occurences
V. Niculescu. D. Lupsa : 1 occurences
Proceedings of the Symposium "Colocviul Academic Clujean de Informatica" : 1 occurences
Seminar of Numerical and Statistic Calculus : 1 occurences
Seminar on Numerical and Statistic Calculus : 1 occurences
2011(230 pg.)(in Romanian). : 1 occurences
2005 (301 pg.) ISBN 973-610-393-5(in Romanian)draft. : 1 occurences
Univ. “Petru-Maior” Târgu-Mureş Press : 1 occurences
ISBN 973-97515-2-0 (in Romanian). : 1 occurences
C.E. Leiserson : 1 occurences
Praga/Online : 1 occurences
PDP 2019. 27th Euromicro International Conference on Parallel : 1 occurences
2018 Orleans : 1 occurences
Santiano de Compostela : 1 occurences
Germany 8-12 July 2015 : 1 occurences
15-17 sept 2015. : 1 occurences
22-25 sept.2014 : 1 occurences
Environmental Legislation : 1 occurences
1-2 July 2013 : 1 occurences
KEPT 2013 : 1 occurences
Univ. of Orleans : 1 occurences
International Conference : 1 occurences
6-8 July 2011 : 1 occurences
SYNASC 2009 : 1 occurences
September 26-28 : 1 occurences
NAAT 2006 : 1 occurences
Sept. 2005. : 1 occurences
Sept. 2004. : 1 occurences
Sept. 2002. : 1 occurences
and applications : 1 occurences
July 21-25 : 1 occurences
Euro-Par 2002 : 1 occurences
June 25-28 : 1 occurences
June 18-22 : 1 occurences
Cluj-Napoca : 1 occurences
Behavioral : 1 occurences
Octomber : 1 occurences
Colocviul Naţional Studenţesc de Informatică “Grigore Moisil” : 1 occurences
organizat in cadrul HOST Project : 1 occurences
Cluj-Napoca:17-18 oct. 2012 : 1 occurences
Cluj-Napoca:30-31 mai. 2012 : 1 occurences
Cluj-Napoca:30-31 mai. 2013 : 1 occurences
2017. disclaimer https://link-springer-com.am.e-nformation.ro/article/10.1007/s00500-016-2472-8 (IF=2.367 in 2017 : 1 occurences
International Journal on non-standard computing and artificial intelligence: Neural Network World : 1 occurences
13th IEEE International Conference on Intelligent Computer Communication and Processing (ICCP) Location: Cluj Napoca : 1 occurences
SERVICE-ORIENTED COMPUTING - ICSOC 2015 WORKSHOPS Book Series: Lecture Notes in Computer Science Volume: 9586 Pages: 130-141 : 1 occurences
SERVICE-ORIENTED COMPUTING - ICSOC 2015 WORKSHOPS Book Series: Lecture Notes in Computer Science Volume: 9586 Pages: 193-204 : 1 occurences
Conference: 11th International Conference on Hybrid Artificial Intelligence Systems (HAIS) Location: Seville : 1 occurences
IEEE International Conference on Automation : 1 occurences
ON THE MOVE TO MEANINGFUL INTERNET SYSTEMS: OTM 2015 WORKSHOPS Book Series: Lecture Notes in Computer Science Volume: 9416 Pages: 456-465 Published: 2015 : 1 occurences
the 11th International Conference on Computer Modelling and Simulation (UKSim 2009) : 1 occurences
Proceedings of the 3rd International Workshop on Hybrid Artificial Intelligence Systems : 1 occurences
Proceedings of the First IEEE International Conference on the Applications of Digital Information and Web Technologies (ICADIWT) : 1 occurences
Proceedings of the Fourth International Workshop on Evolutionary Multiobjective Optimization – Design and Applications : 1 occurences
http://www.dexa.org/previous/dexa2008/index.html disclaimer bibtex pdf : 1 occurences
Proceedings of the 12th International Conference on Knowledge-Based Intelligent Information and Engineering Systems : 1 occurences
COMODI: On the Graphical User Interface : 1 occurences
Studia Universitatis Babeș-Bolyai Informatica : 1 occurences
2011 (ISSN 2067-3566)[indexed Zbl] disclaimer bibtex pdf : 1 occurences
pp. 21 - 32. (indexed MathSciNet) disclaimer bibtex pdf : 1 occurences
http://www.cs.ubbcluj.ro/~studia-i/2007-kept/index.php : 1 occurences
Journal of Applied Mathematical Science : 1 occurences
2007. (indexed MathSciNet) disclaimer bibtex pdf : 1 occurences
Journal of Pure Mathematics and Applications : 1 occurences
ZMath) disclaimer bibtex pdf : 1 occurences
http://www.cs.ubbcluj.ro/~studia-i/2004-2/ : 1 occurences
In [10]:
for i in affiliations:
if "conference" in [k.lower() for k in i.split()]:
print(i)
The Genetic and Evolutionary Computation Conference
MECO45 45th Conference of the Middle European Cooperation in Statistical Physics
the 2016 IEEE 12th International Conference on Intelligent Computer Communication and Processing
2008 IEEE-TTTC International Conference on Automation
The 25th International Conference on Software, Telecommunications and Computer Networks (SoftCOM)
International Conference on Next Generation Web Services Practices (NWeSP)
2nd International Conference on Intelligent Computer Communication and Processing (ICCP)
rd Balkan Conference in Informatics
The 19th International Conference on Artificial Intelligence and Soft Computing
GECCO 2019 (Proceedings of the Genetic and Evolutionary Computation Conference Companion
KES 2019 (Proceedings of the 23rd International Conference on Knowledge-Based and Intelligent Information Engineering Systems
ICSOFT 2019 (The 14th International Conference on Software Technologies (ICSOFT 2019)
SEKE 2019 (Proc. of the 31st International Conference on Software Engineering Knowledge Engineering
ECIS 2019 (In Proceedings of the 27th European Conference on Information Systems (ECIS)
12th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems
The 2007 International Conference on Machine Learning and Applications ( ICMLA’07)
The NASA/ESA Conference on Adaptive Hardware and Systems
the 6th IEEE Communications International Conference
International Conference on Computational Intelligence for Modelling Control and Automation
International Conference – the Impact of European Integration on the National Economy
International Conference on Computers and Communications
International Conference on Hybrid Artificial Intelligence Systems, 621-628
COLING 2000 Volume 2: The 18th International Conference on Computational …
Proceedings of the 18th International Conference on Computational …
2010 Second International Conference on Computational Intelligence …
MACS2010: Proceedings of the 8th Joint Conference on Mathematics and …
Proceedings of the 5th international conference on Soft computing as …
Proceedings 6th International Conference on Electromechanical and Power …
The 4-th International Conference RoEduNet Romania (Sovata, Târgu-Mures, 150-157
2009 IEEE International Conference on Data Mining Workshops, 545-550
2008 First International Conference on Complexity and Intelligence of the …
2019 IEEE 15th International Scientific Conference on Informatics, 000037-000042
KEPT 2009 International Conference Knowledge Engineering Principles and …
ICCP 2007: Proceedings of the IEEE 3rd International Conference on Intelligent Computer Communication and Processing
The Eighth International Conference on Artificial Intelligence and Soft Computing
European Computing Conference
Proceedings of the International Conference on Complexity and Intelligence of the Artificial and Natural Complex Systems - Medical Applications of the Compex Systems Biomedical Computing CANS
Proceedings of the International Conference on SOFTWARE ENGINEERING
ICCP 2009: Proceedings of the IEEE 5th International Conference on Intelligent Computer Communication and Processing
Proceedings of the 9 th International Conference on Software Engineering
2007 International Conference on Software Engineering Theory and Practice
International Conference on Theory and Applications of Mathematics and Informatics (ICTAMI
2010 IEEE-TTTC International Conference on Automation
International Conference on Applied Mathematics
Proceedings of the 3rd Balkan Conference in Informatics
The 14th International Conference on Formal Concept Analysis (ICFCA)
The 24th International Conference on Software, Telecommunications and Computer Networks (SoftCOM)
The 22nd International Conference on Conceptual Structures (ICCS)
The 8th International Conference on Knowledge Science, Engineering and Management (KSEM)
23rd International Conference on Software, Telecommunications and Computer Networks (SoftCOM)
The 7th International Conference on Knowledge Science, Engineering and Management
IEEE International Conference on Intelligent Computer Communication and Processing (ICCP)
9th Roedunet International Conference (RoEduNet)
The Fourth International Conference on Internet and Web Applications and Services
International Conference on Informatics Education Europe II (IEEII)
IEEE Global Telecommunications Conference (GLOBECOM)
10th IEEE International Conference on Software, Telecommunications and Computer Networks (SoftCOM)
th International Conference on Intelligent Computer Communication and Processing(
A Comparison of AOP based Monitoring Toolsin Proceedings of International Conference Knowledge Engineering:
in Proceedings of Sixth International Conference on Applied Mathematics (
th IEEE International Conference on Intelligent Computer Communication and Processing (
rd IEEE International Conference on Intelligent Computer Communication and Processing (
th WSEAS International Conference on Mathematical Methods and Computational Techniques in Electrical Engineering (
in Proceedings of Fifth International Conference on Applied Mathematics (
th European Conference on Intelligent Systems and Technologies (
TTTC International Conference on Automation
In Proceedings of International Conference on Theory and Applications of Mathematics and Informatics (
th annual ACM SIGPLAN Conference on Object-
Proceedings of the National Conference "
Proceedings of the 2007 Euro American conference on Telematics and …
Proceedings of the 2009 Euro American Conference on Telematics and …
IEEE International Conference on Pervasive Services, 76-79
Proc. Consortium Proceedings of International Conference on Affective …
Proceedings of the 2nd French-speaking conference on Mobility and ubiquity …
Proceedings of the International Conference on Software Engineering and …
in Proceedings of the 27th International Conference on Software, Telecommunications and Computer Networks (SoftCOM), pp. 1-6, DOI: 10.23919/SOFTCOM.2019.8903794, September 19-21, 2019, Split, Croatia;
in Proceedings of the 27th International Conference on Software, Telecommunications and Computer Networks (SoftCOM), pp. 1-6, DOI: 10.23919/SOFTCOM.2019.8903906, September 19-21, 2019, Split, Croatia;
in Proceedings of the 27th Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP 2019), pp. 199-204, DOI: 10.1109/EMPDP.2019.8671597, February 13-15, 2019, Pavia, Italy.
in Proceedings of the 26th International Conference on Software, Telecommunications and Computer Networks (SoftCOM), pp. 1-6, DOI: 10.23919/SOFTCOM.2018.8555759, September 13-15, 2018, Split – Supetar (Island of Brac), Croatia.
in Proceedings of the 18th International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT’17), pp. 255-262, DOI: 10.1109/PDCAT.2017.00049, December 18-20, 2017, Taipei, Taiwan.
International Conference on Computers, Communications & Control (ICCCC 2008), Felix Spa, Romania, Vol. III (2008), ISSN 1841-9836, pp. 201-205;
in Proceedings of the 7th International Conference RoEduNet 2008, pp. 30-33, Cluj-Napoca, Romania;
Proceedings of 49th Annual Frontiers in Education Conference
pp. 265-274 (ISI - Conference Proceedings Citation Index)(.pdf)
Proceedings of the International Conference on Numerical Analysis and Approximation Theory
pp. 101-108.(ISI - Conference Proceedings Citation Index)[DOI]
Companion to the 19th annual ACM SIGPLAN conference on Object-oriented programming systems
Proceedings of International Conference on Parallel and Distributed Processing Techniques and Applications (PDPTA’2001)
Proceedings of the Fifth Joint Conference on Mathematics and Computer Science
Proceedings of abstracts of the Fourth Joint Conference on Mathematics and Computer Science
Proceedings of abstracts of the Third Joint Conference on Mathematics and Computer Science
Lecture Notes in Computer Science: Proceedings of International Conference EuroPar’2002
PDP 2019. 27th Euromicro International Conference on Parallel
International Conference
13th IEEE International Conference on Intelligent Computer Communication and Processing (ICCP) Location: Cluj Napoca
Conference: 11th International Conference on Hybrid Artificial Intelligence Systems (HAIS) Location: Seville
IEEE International Conference on Automation
the 11th International Conference on Computer Modelling and Simulation (UKSim 2009)
Proceedings of the First IEEE International Conference on the Applications of Digital Information and Web Technologies (ICADIWT)
Proceedings of the 12th International Conference on Knowledge-Based Intelligent Information and Engineering Systems
In [11]:
for i in affiliations:
if "journal" in [k.lower() for k in i.split()]:
print(i)
International Journal of Computers
The International Journal of Information Technology and Intelligent Computing
International Journal on Artificial Intelligence Tools (IJAIT)
Journal of chemical information and computer sciences 40 (4), 1052-1061
INFOCOMP Journal of Computer Science
Journal of Artificial Evolution and Applications
Journal of chemical information and computer sciences 42 (6), 1363-1369
Journal of chemical information and computer sciences 36 (3), 465-482
Journal of chemical information and computer sciences 37 (3), 510-516
Journal of chemical information and computer sciences 36 (6), 1098-1108
Journal of chemical information and computer sciences 35 (5), 851-857
International Journal of Computer Information Systems and Industrial …
International Journal of Innovative Computing Information and Control
International Journal of Innovative Computing
Journal of Systems and Software
IJCSNS International Journal of Computer Science and Network Security
IJCTA - International Journal of Computer Technology and Applications
International Journal of Computers, Communications & Control (IJCCC)
Carpathian Journal of Mathematics,
seria B, fascicola Matematica-Informatica
International Journal of Computers Communications &
in INFOCOMP Journal of Computer Science
International Journal of Computers Communications & Control 7 (1), 53-60
Carpathian Journal of Mathematics, ISSN: 1584-2851, Vol. 20, No. 2, pp. 149-154, 2004.
Journal of Parallel and Distributed Computing
Romanian Journal of Information Science and Technology (ROMJIST)
The Journal of Supercomputing
International Journal on non-standard computing and artificial intelligence: Neural Network World
Journal of Applied Mathematical Science
Journal of Pure Mathematics and Applications
In [12]:
tokens = []
for i in affiliations:
words = i.split()
for word in words:
tokens.append(word)
tokens
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'49',
'(2),',
'111-122',
'Studia',
'Univ.',
'Babes-Bolyai,',
'Series',
'Informatica',
'2,',
'53-66',
'Rev.',
'Chim.(Bucharest)',
'44,',
'450-459',
'Studia',
'Universitas',
'Babes-Bolyai,',
'Seria',
'Informatica',
'53',
'(2),',
'27-38',
'2008',
'19th',
'International',
'workshop',
'on',
'database',
'and',
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'systems',
'applications',
'…',
'Ed.',
'Mediamira,',
'Cluj-Napoca',
'COLING',
'2000',
'Volume',
'2:',
'The',
'18th',
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'on',
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'…',
'Ph.',
'D.',
'thesis,"',
'Babeş-Bolyai"',
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'Faculty',
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'9th',
'RoEduNet',
'IEEE',
'International',
'Conference,',
'73-78',
'Rev',
'Chimie',
'59,',
'1237-1241',
'Software',
'Engineering',
'Techniques',
'in',
'Progress,',
'Wroclaw',
'University',
'of',
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'7',
'TheScientificWorldJournal',
'1,',
'369-390',
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'science',
'(chemometrics,',
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'sciences,',
'biology,',
'geology,',
'etc',
'…',
'Proceedings',
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'International',
'Conference',
'on',
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'…',
'Fuzzy',
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'Intelligence',
'…',
'MACS2010:',
'Proceedings',
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'8th',
'Joint',
'Conference',
'on',
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'and',
'…',
'Babes-Bolyai',
'University,',
'Faculty',
'of',
'Mathematics',
'and',
'Computer',
'Science',
'…',
'Chemosphere',
'40',
'(513),',
'e520',
'Studia',
'Universitatis',
'Babes-Bolyai,',
'Series',
'Informatica',
'41',
'(1),',
'69-80',
'ICAART',
'(1),',
'477-480',
'Informatics,',
'198-204',
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'Babes-Bolyai',
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'56',
'(2),',
'55-61',
'Proceedings',
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'5th',
'international',
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'on',
'Soft',
'computing',
'as',
'…',
'Creative',
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'17',
'(3),',
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'Informatica',
'48',
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'83-94',
'Pure',
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'14',
'(3),',
'221-232',
'MATCH-Communications',
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'387-400',
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'Babes-Bolyai,',
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'61',
'(1)',
'STUDIA',
'UNIVERSITATIS',
'BABES-BOLYAI',
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'60',
'(2),',
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'Univ,',
'Babes-Bolyai,',
'Informatica',
'53',
'(2)',
'Proceedings',
'6th',
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'on',
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'and',
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'…',
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'4-th',
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'Romania',
'(Sovata,',
'Târgu-Mures,',
'150-157',
'Mediamira',
'Dacia',
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'Cluj-Napoca',
'The',
'7th',
'International',
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'Analysis',
'…',
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'31st',
'International',
'BCS',
'Human',
'Computer',
'Interaction',
'…',
'Acta',
'electrotechnica',
'et',
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'12',
'(2),',
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...]
In [13]:
from nltk.corpus import stopwords
import nltk
nltk.download('stopwords')
sr= stopwords.words('english')
clean_tokens = tokens[:]
for token in tokens:
if token in stopwords.words('english'):
clean_tokens.remove(token)
freq = nltk.FreqDist(clean_tokens)
for key,val in freq.items():
#print(str(key) + ':' + str(val))
pass
freq.plot(20, cumulative=False)
[nltk_data] Downloading package stopwords to
[nltk_data] C:\Users\tbodi\AppData\Roaming\nltk_data...
[nltk_data] Package stopwords is already up-to-date!
Out[13]:
<matplotlib.axes._subplots.AxesSubplot at 0x198f3826508>
In [81]:
# Histogram of professors publication number
queryString = "SELECT (Select FullName from humanoid_entities where id = ProfessorId), ProfessorId, COUNT(Title) FROM publications GROUP BY ProfessorId ORDER BY COUNT(Title) desc"
try:
mariadb_cursor.execute(queryString)
except Exception as ex:
print(ex)
name_dict = {}
tup_list = []
max_id = 0
for item in mariadb_cursor:
ProfName = item[0]
ProfId = item[1]
max_id = max(max_id, ProfId)
Count = item[2]
tup_list.append((ProfName, ProfId, Count))
name_dict[ProfId] = ProfName
In [88]:
import pandas as pd
print(tup_list)
final_list = []
for i in range(max_id):
found_id = False
found_value = 0
for k in tup_list:
if i == k[1]:
found_id = True
found_value = k[2]
break
if not found_id:
name_dict[i] = "NONE"
final_list.append((i, found_value))
fa = pd.DataFrame([k[1] for k in final_list])
import numpy as np
import matplotlib.pyplot as plt
import matplotlib.ticker as plticker
fig = plt.figure()
ax = fig.add_axes([0, 0, 1, 1])
ax.bar([name_dict[k[0]] for k in final_list], [k[1] for k in final_list])
loc = plticker.MultipleLocator(base=1.0)
ax.xaxis.set_major_locator(loc)
plt.xticks(rotation=90)
plt.show()
[('Dr. CHIRA Camelia', 9, 126), ('Dr. POP F. Horia', 5, 112), ('Dr. NICULESCU Virginia', 14, 106), ('Dr. DIOSAN Laura', 4, 94), ('Dr. CZIBULA Istvan', 3, 86), ('Dr. DARABANT Sergiu Adrian', 12, 53), ('Dr. AVRAM Sanda', 6, 45), ('Dr. COJOCAR Grigoreta', 10, 39), ('Dr. CHISALITA-CRETU Camelia', 21, 38), ('Dr. VESCAN Andreea', 17, 35), ('Dr. BOCICOR Maria Iuliana', 7, 32), ('Dr. BUFNEA Darius', 20, 31), ('Dr. BENȚA Iulian', 18, 30), ('Dr. MOTOGNA Simona', 13, 19)]
In [14]:
queryString = "SELECT Title FROM publications"
try:
mariadb_cursor.execute(queryString)
except Exception as ex:
print(ex)
titles = []
for item in mariadb_cursor:
Title = item[0]
titles.append(item[0])
In [15]:
from sklearn.feature_extraction.text import CountVectorizer
In [16]:
corpus = titles[:]
corpus
Out[16]:
['A Comparative Study of Software Architectures in Mobile Applications',
'The Use of Simple Cellular Automata in Image Processing',
'Support Vector Machine and Boosting based Multiclass Classification for Traffic Scene Obstacles',
'Obstacle Recognition in Traffic by Adapting the HOG Descriptor and Learning in Layers',
'Descriptors fusion and genetic programming for breast cancer detection',
'Multi-objective breast cancer classification by using Multi-Expression Programming',
'Pedestrian Recognition by Using Kernel Descriptors',
'Improving classification performance of Support Vector Machine by genetically optimisation of kernel shape and hyper-parameters',
'How the Kernels Can Influence Image Classification Performance',
'Alignment of Custom Standards by Machine Learning Algorithms',
'Model Alignment by Using the Concept Definition',
'Evolutionary design of Evolutionary Algorithms',
'Genetic Programming with linear representation – a survey',
'An autonomous GP-based system for regression and classification problems',
'What else is the evolution of PSO telling us?',
'Evolutionary coalition formation in full connected and scale free networks',
'Evolutionary Optimisation of Kernel Functions for SVMs',
'Evolving the update strategy of the Particle Swarm Optimisation algorithms',
'Evolutionary Coalition Formation in Complex Networks',
'Genetic Algorithms based on Ising Machine',
'Component-Based Model Using P-Systems',
'Evolving the structure of the Particle Swarm Optimization algorithms ',
'Evolving crossover operators for function optimization',
'Automata-based Component Composition Analysis',
'Far From Equilibrium Computation and Particle Swarm Optimization',
'Components Execution Order using Genetic Algorithms',
'Complex networks: How micro and macroscale layers communicate through meso components?',
'Stochastic remote neighborhoods control GrowCut’s segmentation semantics',
'Hybrid features for Twitter Sentiment Analysis',
'Initial validation of an automatic algorithm for whole heart segmentation from cardiac MRI images using atrial volume determination',
'Extended region growing algorithm for whole heart segmentation from cardiac MRI images',
'Artificial intelligence meets software engineering in the classroom',
'Evolved cellular automata for edge detection',
'Evolved Cellular Automata for Edge Detection in Binary Images',
'An initial study of feature extraction’s methods in facial expression recognitio',
'Evolved Cellular Automata for Grey Images',
'Particle Swarm Optimization of Cellular Automata Rules for Edge Detection',
'Autonomous image segmentation by Competitive Unsupervised GrowCut ',
'An empirical analysis of the correlation between the motifs frequency and the topological properties of complex networks',
'Mining network motif discovery by learning techniques',
'An analysis system for mobile applications MVC software architectures',
'Model View Controller in iOS mobile applications development',
'Study of connection between articulation points and network motifs in complex networks',
'Parallel acceleration of Network Motif detection',
'A four-phase meta-heuristic algorithm for solving large scale instances of the Shift minimization personnel task scheduling problem',
'Unsupervised and Fully Autonomous 3D Medical Image Segmentation based on Grow Cut',
'Evolving Cellular Automata for Two stage Edge Detection',
'Dynamic Autonomous Image Segmentation based on GrowCut',
'Requirement Dependencies–based Formal Approach for Test Case Prioritization in Regression Testing',
'Hybrid topology in GrowCut algorithm',
'Avenues for the Use of Cellular Automata In Image Processing',
'Interval{state cellular automata and their applications to image segmentation',
'Parameterized Cellular Automata in Image Segmentation',
'Multiclass classification based on clustering approaches for obstacle recognition in traffic scenes',
'Exploring Various Neighborhoods in Cellular Automata for Image Segmentation',
'Investigation of Cellular Automata Neighbourhoods in Image Segmentation',
'Pedestrian recognition using a dynamic modality fusion approach',
'Pedestrian recognition by using a dynamic modality selection approach',
'Pedestrian recognition by using a kernel-based multi-modality approach',
'An Automatic Approach In Ontology Alignment',
'Automatic Alignment of Custom Standards',
'Improving Definition Alignment by SVM with a Kernel of Kernels',
'Context-based Networks – Scale-free or not?Proceedings of the Symposium Colocviul Academic Clujean de INFORMATICA',
'Apport des traitements morpho-syntaxiques pour l’alignement des définitions par SVM',
'Une approche évolutive pour générer des noyaux multiples',
'An adaptive GP strategy for evolving digital circuits',
'Evolutionary Optimisation of Kernel and Hyper-Parameters for SVM',
'Automatic Alignment of Medical vs. General Terminologies',
'Optimising multiple kernels for SVM by Genetic Programming',
'Alignement des définitions par un apprentissage SVM avec une optimisation des hyper-paramètre',
'Du terme au mot: Utilisation de techniques de classification pour l’alignement de terminologies',
'J. P. Pecuchet',
'M. Who’s better? PESA or NSGA II? In The International Conference on Intelligent Systems Design and Applications',
'A Hybrid Genetic Algorithm based on the Potts system',
'Evolving Kernel Functions for SVMs by Genetic Programming',
'Observing the swarm behaviour during its evolutionary design',
'Best SubTree Genetic Programming',
'Solving the even-n-parity problems using Best Sub Tree Genetic Programming',
'Evolving Evolutionary Algorithms using Evolutionary Algorithms',
'M. Evolving kernel function for Support Vector Machines. In The 17th European Conference on Arti\x0ccial Intelligence',
'L. Computational intelligence-based model for component composition. In International Conference on Computers',
'L. Evolutionary approach for behaviour component composition. In International Conference on Computers',
'A Far From Equilibrium Computation System',
'A Far From Equilibrium Model for the Classification Problem',
'Identifying and Forecasting the Efficient Frontier Using Evolutionary Computation',
'A new Computational Model Based Ising Machine',
'Cellular Computing using Cellular Neural Networks – a survive',
'Designing a Component-Based Machine using Multi Expression Programming',
'A New Nature-Inspired Computational Model – Ising Model with Rays',
'A multi-objective evolutionary approach to the portfolio optimization problem',
'Cooperative Learning for Distributed Data Mining',
'A new Computational Model Based on Ising Machine – Ising model with rays',
'A Comparison of Genetic Programming and Statistical Methods for Solving Prediction Problems',
'Statistical methods versus Genetic Algorithms – the case of market model',
'Principal component analysis versus fuzzy principal component analysis: a case study: the quality of Danube water (1985–1996)',
'Robust Fuzzy Principal Component Analysis (FPCA). A Comparative Study Concerning Interaction of Carbon− Hydrogen Bonds with Molybdenum− Oxo Bonds',
'A new fuzzy regression algorithm',
'Introducere în algoritmi',
'A fuzzy classification of the chemical elements',
'Fuzzy soft-computing methods and their applications in chemistry',
'A fuzzy divisive hierarchical clustering algorithm for the optimal choice of sets of solvent systems',
'Classical and fuzzy principal component analysis of some environmental samples concerning the pollution with heavy metals',
'Structural Analysis of Transition Metal β-X Substituent Interactions. Toward the Use of Soft Computing Methods for Catalyst Modeling',
'A study of Roman pottery (terra sigillata) using hierarchical fuzzy clustering',
'Principal components analysis based on a fuzzy sets approach',
'Learning grammar weights using genetic algorithms',
'Fuzzy clustering analysis of the first 10 MEIC chemicals',
'A new component selection algorithm based on metrics and fuzzy clustering analysis',
'The fuzzy hierarchical cross-clustering algorithm. Improvements and comparative study',
'Fuzzy robust estimation of central location',
'A Fuzzy cross-classification of the chemical elements, based on their physical, chemical, and structural features',
'Fuzzy hierarchical cross-classification of Greek muds',
'GFBA: a biclustering algorithm for discovering value-coherent biclusters',
'Degenerate and non-degenerate convex decomposition of finite fuzzy partitions—I',
'Data analysis with fuzzy sets: a short survey',
'A study of dependence of software attributes using data analysis techniques',
'Selecting and optimally combining the systems of solvents in the thin film cromatography using the fuzzy sets theory',
'Software quality assessment using a fuzzy clustering approach',
'Evolutionary algorithms for the component selection problem',
'Tehnici de Inteligenta Artificiala. Abordari bazate pe Agenti Inteligenti',
'An experiment on incremental analysis using robust parsing techniques',
'Intelligent Systems in Classification Problems',
'A conceptual framework for component-based system metrics definition',
'Intelligent disease identification based on discriminant analysis of clinical data',
'The component selection problem as a constraint optimization problem',
'Learning weights for a natural language grammar using genetic algorithms',
'Assessment of heart disease using fuzzy classification techniques',
'A new fuzzy discriminant analysis method',
'An experiment in incremental parsing using weighted constraints',
'Degenerate and non-degenerate convex decomposition of finite fuzzy partitions (II)',
'A formal model for component-based system assessment',
'An adaptive fuzzy agent clustering algorithm for search engines',
'A study of licence examination results using Fuzzy Clustering techniques',
'Fuzzy classification of the first 10 MEIC',
'Fuzzy regression. II. Outliers cases',
'SAADI: Software for fuzzy clustering and related fields',
'Recognizing Emotions in Short Texts.',
'An incremental ASM-based fuzzy clustering algorithm',
'A context-aware ASM-based clustering algorithm',
'Automatic configuration for the component selection problem',
'Component selection based on fuzzy clustering analysis',
'On Individual Projects in Software Engineering Education',
'Development of robust fuzzy regression techniques using a fuzzy clustering approach',
'Fuzzy classification and comparison of some Romanian and American coals',
'Fuzzy regression. 1. The heteroscedastic case',
'DISCOVERING PATTERNS IN DATA USING ORDINAL DATA ANALYSIS.',
'Prognostic Factors in Liver Failure in Children by Discriminant Analysis of Clinical Data. A Chemometric Approach',
'Constraint optimization-based component selection problem',
'Education for engineering students-The case of logic',
'Tracking mistakes in software measurement using fuzzy data analysis',
'Sisteme inteligente în probleme de clasificare',
'Programare în inteligenţa artificială: LISP si PROLOG',
'Rational Classification of the Chemical Elements',
'Classification procedure for selectivity control in acrylonitrile electroreduction',
'Improving movement analysis in physical therapy systems based on kinect interaction',
'A fuzzy incremental clustering approach to hybrid data discovery',
'An incremental approach to the set covering problem',
'AP041 Joining the EuReCA–The Romanian Registry on Cardiac arrest–a year later',
'A fuzzy clustering algorithm for dynamic environments',
'Romanian registry on cardiac arrest—A piece in the puzzle-Romanian contribution in the EuReCA project',
'Effort Estimation by Analogy based on Soft Computing Methods, KEPT2009: Knowledge Engineering: Principles and Techniques, Selected Papers',
'A New Component Selection Algorithm Based on Metrics and Fuzzy Clustering',
'Fundamentals of Programming',
'Improving Virtual Team Performance: An Empirical Approach',
'Supervised fuzzy classifiers',
'OPTIMUM SELECTIONS AND COMBINATION OF SOLVENT SYSTEMS IN THIN-LAYER CHROMATOGRAPHY, USING THE FUZZY SET-THEORY',
'Preliminary measurements in identifying design flaws',
'AN AGENT BASED APPROACH FOR PARALLEL CONSTRAINT VERIFICATION',
'Stereomatching using radiometric invariant measures',
'Improving similarity join algorithms using fuzzy clustering technique',
'OVERVIEW OF FUZZY METHODS FOR EFFORT ESTIMATION BY ANALOGY.',
'Lighting quality-component of indoor environment',
'Applications of principal components methods',
'Programming Fundamentals',
'Distance Learning and Supporting Tools at Babeş-Bolyai University',
'CHARACTERIZATION AND CLASSIFICATION OF MEDICINAL PLANT EXTRACTS ACCORDING TO THEIR ANTIOXIDANT ACTIVITY USING HIGH-PERFORMANCE LIQUID CHROMATOGRAPHY AND MULTIVARIATE ANALYSIS.',
'A Comparison Study of Similarity Measures in Rough Sets Clustering',
'A Machine Learning Perspective for Order Reduction in Electrical Motors Modeling',
'Principal Component Analysis for Computation of the Magnetization Characteristics of Synchronous Reluctance Machine',
'SPECTROPHOTOMETRIC CHARACTERIZATION OF ROUMANIAN MEDICINAL HERBS ASSISTED BY ROBUST CHEMOMETRICS EXPERTISE',
'The Best Writing on Mathematics 2015',
'PROGNOSTIC FACTORS IN LIVER FAILURE IN CHILDREN BY DISCRIMINANT ANALYSIS OF CLINICAL DATA. A CHEMOMETRIC APPROACH.',
'The Best Writing on Mathematics 2014',
'Medical procedure breaches detection using a fuzzy clustering approach',
'An incremental clustering approach to the set covering problem',
'Automatic criteria-based configuration for the component selection problem',
'Recent developments in fuzzy statistical analysis',
'PROCESSING ECG DATA USING MULTIVARIATE DATA ANALYSIS',
'M. Effort estimation by analogy based on soft computing methods',
'Knowledge Engineering: Principles and Techniques: KEPT 2009: Cluj-Napoca, July 2-4, 2009',
'Iluminat eficient energetic în locuinţe',
'A Tutorial on Object-Oriented Functional Programming',
'ON SOFTWARE ATTRIBUTES RELATIONSHIP USING A NEW FUZZY C-BIPARTITIONING METHOD',
'Management of web pages using XML documents',
'Desired employment/Occupational field',
'Appraisal of indoor lighting systems quality',
'Papers from the 1999 Symposium on Mathematical Chemistry, Duluth, MN, May 1999-MOLECULAR MODELING-Structural Analysis of Transition Metal bX Substituent Interactions. Toward …',
'Recognition of the forms applied to chemical elements',
'REGRESIE FUZZY. II. CAZUL PUNCTELOR EXTREME (OUTLIERS)',
'REGRESIE FUZZY. I. CAZUL HETEROSCEDASTIC',
'Desired employment Occupational field',
'KEPT2013: THE FOURTH INTERNATIONAL CONFERENCE ON KNOWLEDGE ENGINEERING, PRINCIPLES AND TECHNIQUES',
'Object-oriented logic programming',
'Residential Energy Efficient Lighting',
'Metode de recunoastere a formelor bazate pe agenti',
'THE FIRST INTERNATIONAL CONFERENCE ON KNOWLEDGE ENGINEERING PRINCIPLES AND TECHNIQUES (KEPT 2007)',
'A Programming Interface For Finding Relational Association Rules',
'ComDeValCo Development Tools for Procedural Paradigm',
'Hierarchical clustering based design patterns Identification',
'Incremental Refactoring Using Seeds',
'Tool support for fUML Models',
'Evaluation Measures For Partitioning Based Aspect Mining Techniques',
'A Distributed Q-Learning Approach to Fragment Assembly',
'Promoter Sequences Prediction Using Relational Association Rule Mining',
'Using Software Metrics for Automatic Software Design Improvement',
'Unsupervised Restructuring of Object-Oriented Software Systems using Self-Organizing Feature Maps',
'Intelligent Data Structures Selection using Neural Networks',
'Soft computing approaches on the bandwidth problem',
'Temporal Ordering of Cancer Microarray Data through a Reinforcement Learning Based Approach',
'A Support Vector Machine Model For Intelligent Selection of Data Representations',
'A Novel Approach Using Fuzzy SelfOrganizing Maps for Detecting Software Faults',
'Enhancing relational association rules with gradualness',
'Natural Language Processing and Machine Learning Methods for Software Development Effort Estimation',
'A novel approach for software defect prediction through hybridizing gradual relational association rules with artificial neural networks',
'An effective approach for determining the class integration test order using reinforcement learning',
'An aggregated coupling measure for the analysis of object-oriented software systems',
'A novel concurrent relational association rule mining approach',
'A Programming Interface for Determining Refactorings of Object-Oriented Software Systems using Clustering',
'Restructuring Software Systems Using Clustering',
'Object-Oriented Software Systems Restructuring through Clustering',
'Identifying Design Patterns in Object-Oriented Software Systems Using Unsupervised Learning',
'Multiagent Decision Support Systems based on Supervised Learning',
'Refactorings Detection Using Hierarchical Clustering',
'Clustering based automatic refactorings identification',
'iCOMPONENT: A Platform-Independent Component Model for Dynamic Execution Environments',
'IMASC - An Intelligent MultiAgent System for Clinical Decision Support',
'An Agile MDA Approach for the Development of Service-Oriented Component-Based Applications Proceedings of the International Conference on Complexity and Intelligence of the Artificial and Natural Complex Systems - Medical Applications of the Compex Systems Biomedical Computing CANS',
'A partitional clustering algorithm for crosscutting concerns identification',
'An Agile MDA Approach for Service Oriented Components',
'Rapid prototyping of service-oriented applications on OSGi platform',
'IPA - An Intelligent Personal Assistant Agent For Task Performance Support',
'Dynamic customization of data structures instances using an agent based approach',
'ComDeValCo Framework – Procedural and Modular Issues',
'Clustering Based Reengineering of Procedural Systems to ObjectOriented Architectures',
'Using a fUML Action Language to construct UML models',
'Adaptive Refactoring Using a Core-Based Clustering Approach',
'A Reinforcement Learning Approach for Solving the Fragment Assembly Problem',
'Solving the Protein Folding Problem Using a Distributed Q-Learning Approach',
'A Reinforcement Learning Based Framework for Solving Optimization Problems',
'Istvan-Gergely Czibula and Gabriela Czibula',
'Gabriela Czibula and Zsuzsanna Marian',
'Automatic algorithmic complexity determination using dynamic program analysis',
'A New Clustering Approach for Systems Designs Improvement',
'A Hierarchical Clustering Algorithm for Software Design Improvement',
'Software Systems Design Improvement Using Hierarchical Clustering',
'Medical Diagnosis Prediction using Relational Association Rules',
'Decision support system for software maintenance and evolution',
'A clustering approach for transforming procedural into objectoriented software systems',
'Hierarchical Clustering for Adaptive Refactorings Identification',
'A Distributed Reinforcement Learning Approach for Solving Optimization Problems',
'Self-organizning maps for identifying software defects',
'A Programming Interface For Medical Diagnosis Prediction',
'Improving Systems Design Using a Clustering Approach',
'An Analysis of Distance Metrics for Clustering based Improvement of Systems Design',
'On Evaluating Software Systems Design',
'A Study on clustering based restructuring of Software systems',
'An Agile MDA Approach for Executable UML Structured Activities',
'ComDeValCo - A Framework for Software Component Definition',
'Hierachical Clustering for Software Systems Restructuring',
'Hierarchical Clustering based Automatic Refactorings Detection',
'A Search Based Approach for Identifying Design Patterns',
'Extending OCL-based Action Language for Executable UML Components',
'A partitional clustering algorithm for improving the structure of object-oriented software systems',
'Object-Oriented Software Systems Restructuring using Clustering',
'Component Classification Criteria for a Platform-Independent Component Repository',
'A Comparative Analysis of Clustering Algorithms in Aspect Mining',
'Assisting Software Maintenance and Evolution Using an Agent Based Approach',
'On converting software systems to object oriented architectures',
'Unsupervised transformation of procedural programs to object-oriented design',
'Identifying Crosscutting Concerns Using Partitional Clustering',
'Hierarchical Clustering for Identifying Crosscutting Concerns in Object Oriented Software Systems',
'Clustering Based Adaptive Refactoring',
'Adaptive restructuring of object-oriented software systems',
'A Reinforcement Learning Approach for Solving the Matrix Bandwidth Minimization Problem',
'A Reinforcement Learning Model for Solving the Folding Problem',
'An Experiment on Protein Structure Prediction using Reinforcement Learning',
'A Software Framework for Solving Combinatorial Optimization Tasks',
'A Comparison of Reinforcement Learning Based Models for the DNA Fragment Assembly Problem',
'FAOS – A framework for analysing object oriented software systems',
'Identifying hidden dependencies in software systems',
'A new Clustering Algorithm for Refactorings Determination',
'ComDeValCo - Activity Modeling and Execution Proceedings of the Symposium “Colocviul Academic Clujean de Informatica”',
'Evaluation of Novel Approaches to Software Engineering',
'"Indoor Localization Techniques Within a Home Monitoring Platform"',
'"Technological Platform for the Prevention and Management of Healthcare Associated Infections and Outbreaks"',
'Investigating Differences between Ancient and Modern Bacterial DNA in Dental Calculus via Autoencoders',
'Indoor Localisation with Intelligent Luminaires for Home Monitoring',
'Using clustering models for uncovering proteins’ structural similarity',
'Intelligent Decision Support for Pervasive Home Monitoring and Assisted Living',
'Deep Autoencoders for Additional Insight into Protein Dynamics',
'i-Light - Intelligent Luminaire Based Platform for Home Monitoring and Assisted Living',
'Using unsupervised learning methods for enhancing protein structure insight',
'Patient autonomy and disclosure of material information about hospital-acquired infections',
'Cyber-Physical System for Assisted Living and Home Monitoring',
'A Quantitative Research to Decide the User Requirements for the i-Light System',
'Wireless Sensor Network based System for the Prevention of Hospital Acquired Infections',
'Using Computational Intelligence Models for Additional Insight into Protein Structure',
'A Reinforcement Learning Based Approach to Multiple Sequence Alignment',
'Ordering cancer mutational profiles of cross-sectional copy number alterations',
'Preventing Hospital Acquired Infections through a Workflow-based Cyber-physical System',
'A Q-learning Approach for Aligning Protein Sequences',
'Dynamic clustering of gene expression data using a fuzzy approach',
'Dynamic core based clustering of gene expression data',
'On Reinforcement Learning Based Multiple Sequence Alignment',
'A Dynamic Approach for Hierarchical Clustering of Gene Expression Data',
'Platformă educațională care permite programarea dispozitivelor embedded din Cloud – Wyliodrin',
'A Study on using Reinforcement Learning for Temporal Ordering of Biological Samples',
'Ordering copy number alteration data to analyze colorectal cancer progression',
'A Study on Using Association Rules for Predicting Promoter Sequences',
'Experiments on Promoter Sequences Prediction using Association Rules',
'Modele pentru problema plierii proteinei',
'Bioinformatica si aplicatiile ei',
'Algoritmi evolutivi aplicati in chemoterapie',
'Peer-to-peer messenger-H3llo',
'Highlighting Trend-Setters in Educational Platforms by Means of Formal Concept Analysis and Answer Set Programming',
'Investigating Educational Attractors and Life Tracks in e-Learning Environments Using Formal Concept Analysis',
'Using Pattern Structures for Mining Student Behaviour in E-learning Platforms on specific Triggers',
'An investigation of user behavior in educational platforms using Temporal Concept Analysis',
'Analysing the Effect of Changing the Educational Methods by Using FCA',
' Investigating Trend-setters in E-learning Systems using Polyadic Formal Concept Analysis and Answer Set Programming',
'Distilling Conceptual Structures from Weblog Using Polyadic FCA',
'Attractors in Web Based Educational Systems. A Conceptual Knowledge Processing Grounded Approach',
'Behavioral pattern mining in web based educational system',
'An FCA grounded study of user dynamics through log exploration',
'Applying Triadic FCA in Studying Web Usage Behaviors',
'Analysing Web Usage with Force-Directed Graphs',
'Building Intelligent Knowledge Management Systems',
'Analysing the Usage of Pulse Portal with Formal Concept Analysis',
'Web Analytics with Formal Concept Analysis',
'Interactive and intelligent doctorate theses administration platform',
'Aport: web portal for assisting teaching',
'Why Google Analytics Cannot Be Used For Educational Web Content',
'Hierarchical QoS Routing by Using Multi-Constrained Macro-Routing',
'Why integrated E-learning Analytics are the best solution?',
'THE APORT WEB PORTAL: ADVANCED E-LEARNING FEATURES',
'Current Extensions on PULSE',
'Implementation of a layer 7 BSD firewall',
'The new face of PULSE',
'WATEC: a Web Analytics Tool for Educational Content',
'Macro-Routing. Performance evaluation',
'Web Analytics for Educational Content',
'PULSE Extended',
'PULSE - a PHP Utility used in Laboratories for Student Evaluation',
'SINE - a System with Interactive ackNowledgement and Evaluation of students work during laboratory sessions',
'WinNet - a network tool',
'Multi-constraint Macro-routing by using the Extended Full-Mesh aggregation technique',
'A graph theoretical approach to traffic management in ISP networks using the overlay MPLS network',
"Dirijare 'inteligenta' a traficului de date cu cerinte specifice",
'MPLS - o realitate actuala sau de viitor? (MPLS - present or future?)',
'SINE - Sistem Informatic de Notare si Evaluare a Activitatii de Laborator',
'Scalable QoS routing in MPLS networks using mobile code',
'Modern routing techniques for future QoS enabled networks',
'Macro-routing: a new hierarchical routing protocol',
'A proposed architecture for integrating Active Networks and MPLS',
'Design and implementation of an MPLS based load balancing architecture for Web switching',
'Active Networks and MPLS integration for better access networks: Framework and Applicability',
'Bandwidth Management in MPLS Networks',
'Aplicatii specifice INTRANET (INTRANET applications)',
'Limbajul JavaScript: aplicatii in programarea distribuita (JavaScript: distributed applications)',
'Improving Fall Detection Using an On-Wrist Wearable Accelerometer',
'Key features for the characterization of Android malware families',
'The generalized traveling salesman problem solved with ant algorithms',
'MobiContext: A Context-Aware Cloud-Based Venue Recommendation Framework',
'A parallel evolutionary approach to community detection in complex networks',
'Characterization of Android Malware Families by a Reduced Set of Static Features,',
'Gene clustering for time-series microarray with production outputs',
'Evolutionary community detection in complex and dynamic networks ',
'A hybrid intelligent recognition system for the early detection of strokes',
'S4MPLEâ\x80\x94Sampler for Multiple Protein-Ligand Entities: Methodology and Rigid-Site Docking Benchmarking',
'Improving Human Activity Recognition and its Application in Early Stroke Diagnosis',
'Evolution and dynamics of node-weighted networks for cellular automata computation',
'Best-order crossover for permutation-based evolutionary algorithms',
'An improved immigration memetic algorithm for solving the heterogeneous fixed fleet vehicle routing problem',
'A Hybrid Evolutionary and Multiagent Reinforcement Learning Approach to Accelerate the Computation of Traffic Assignment',
'Multi-objective Evolutionary Traffic Assignment',
'A multi-objective evolutionary approach to imbalanced classification problems',
'Route assignment using multi-objective evolutionary search',
'On the Selection of Key Features for Android Malware Characterization',
'Shape-Output Gene Clustering for Time Series Microarrays',
'A Cluster Merging Method for Time Series microarray with production Values',
'Urban bicycles renting systems: Modelling and optimization using nature-inspired search methods',
'Predictability in Cellular Automata',
'Game theory and extremal optimization for community detection in complex dynamic networks',
'A hybrid approach based on genetic algorithms for solving the Clustered Vehicle Routing Problem,',
'Network Topologies for Cellular Automata Computation',
'Cell state change dynamics in cellular automata',
'An intelligent route management system for electric vehicle charging',
'Diverse Accurate Feature Selection for Microarray Cancer Diagnosis',
'A Preliminary Study on Early Diagnosis of Illnesses Based on Activity Disturbances,',
'Classifiers with a reject option for early time-series classification,',
'Using a Hybrid Cellular Automata Topology and Neighborhood in Rule Discovery,',
'Human Activity Recognition and Feature Selection for Stroke Early Diagnosis,',
'Gene Clustering in Time Series Microarray Analysis,',
'Recombination Operators in Permutation-Based Evolutionary Algorithms for the Travelling Salesman Problem.',
'Mass Media Strategies: Hybrid Approach using a Bioinspired Algorithm and Social Data Mining.',
'Nature Inspired Cooperative Strategies for Optimization',
'Logistics Management and Optimization through Hybrid Artificial Intelligence Systems',
'Hybrid ant models with a transition policy for solving a complex problem',
'Intelligent system for measuring stress: StressTIC,',
'Guest editorial: special issue on nature inspired cooperative strategies for optimization',
'New Majority Rule and Network Topology for Cellular Automata',
'A Collaborative Evolutionary Approach to Resource-Constrained Project Scheduling',
'Evolutionary Detection of Community Structures in Complex Networks: a New Fitness Function,',
'Modeling and replicating higher-order dependencies in genetic algorithms,',
'Hybrid Evolutionary Algorithm with a Composite Fitness Function for Protein Structure Prediction,',
'The Role of Crossover in Evolutionary Approaches to Resource-Constrained Project Scheduling,',
'Dynamics of Networks Evolved for Cellular Automata Computation,',
'Ensemble of Binary Learners for Reliable Text Categorization with a Reject Option,',
'Error-Correcting Output Codes for Multi-Label Text Categorization',
'A Game Theoretic Approach to the Community Detection in Social Networks Problem,',
'Hill-Climbing Search and Diversification within an Evolutionary Approach to Protein Structure Prediction',
'Collaborative search operators for evolutionary approaches to density classification in cellular automata',
'Evolutionary Community Structure Detection',
'Evolutionary Algorithms for Protein Structure Prediction in Lattice Models',
'Evolutionary Computing in the Study of Complex Systems',
'Heuristic Algorithms for Solving the Generalized Vehicle Routing Problem,',
'Sensitive Ants in Solving the Generalized Vehicle Routing Problem,',
'A New Gene Selection Method Based on Random Subspace Ensemble for Microarray Cancer Classification,',
'Enhancing the Computational Mechanics of Cellular Automata,',
'Collaborative evolutionary search for density classification in cellular automata,',
'Towards the Efficient Evolution of Particle-Based Computation in Cellular Automata,',
'A Hybrid Evolutionary Approach to Protein Structure Prediction with Lattice Models,',
'Fitness Evaluation for Overlapping Community Detection in Complex Networks,',
'Collaborative Community Detection in Complex Networks,',
'Comparative Analysis of Recombination Operators in Genetic Algorithms for the Travelling Salesman Problem,',
'P systems with control nuclei: The concept',
'Hill-Climbing Search in Evolutionary Models for Protein Folding Simulations',
'Learning Sensitive Stigmergic Agents for Solving Complex Problems',
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'Collaborative Evolutionary Algorithms for detecting Overlapping Communities in Complex Networks,',
'Simplified Chain Folding Models as Metaheuristic Benchmark for Tuning Real Protein Folding Algorithms?',
'A Hybrid ACO Approach to the Matrix Bandwidth Minimization Problem.',
'A Genetic Algorithm for Solving the Generalized Vehicle Routing Problem.',
'An Evolutionary Model based on Hill-Climbing Search Operators for Protein Structure Prediction,',
'Hill-climbing Search and Fingerprint Diversification in an Evolutionary Model for Protein Structure Prediction,',
'A Step-Back Sensitive Ant Model for Solving Complex Problems',
'Distributed Asynchronous Collaborative Search',
'Asynchronous Collaborative Search using Adaptive Coevolving Subpopulations ,',
'Solving the Linear Ordering Problem using Ant Models,',
'Asynchronous Evolutionary Search: Multi-Population Collaboration and Complex Dynamics,',
'Cellular Automata Rule Detection using Circular Asynchronous Evolutionary Search,',
'A Hybrid Ant-Based Approach to the Economic Triangulation Problem for Input-Output Tables,',
'Sensitive Ants: Inducing Diversity in the Colony,',
'An Agent-Based Approach to Combinatorial Optimization,',
'Complex Dynamics in an Evolutionary Asynchronous Search Model,',
'A Multi-Agent Stigmergic Model for Complex Optimization Problems,',
'New Parallel Programming Language Design: A Bridge between Brain Models and Multi-Core/',
'Stigmergy and Sensitivity in Heterogeneous Agent-Based Models,',
'Analysis of a Distributed Collaborative Evolutionary Algorithm,',
'A Hybrid Ant-Based System for Gate Assignment Problem.',
'Hybrid Multi-Population Collaborative Asynchronous Search.',
'Heterogeneous Sensitive Ant Model for Combinatorial Optimization,',
'Exploring Population Geometry and Multi-Agent Systems: A New Approach to Developing Evolutionary Techniques,',
'An Agent-Based Collaborative Evolutionary Model for Multimodal Optimization,',
'Sensitive Ant Model for Combinatorial Optimization,',
'A Sensitive Metaheuristic for Solving a Large Optimization Problem,',
'Cooperative Learning Sensitive Agent System for Combinatorial Optimization,',
'Multi-Agent Systems for Distributed Collaborative Design,',
'Principiile Agentilor Inteligenti,',
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'Agent-Based Management and Optimization System for Distributed Computing,',
'Multi-Agent Cooperative Design Support in Distributed Environments.',
'Multi-Agent Distributed Computing,',
'Sensitive ant systems in combinatorial optimization,',
'Simulating Microcapillary Networks Using Random Graphs,',
'A Sensitive Robot Metaheuristic for Complex Applications,',
'Sensitive Stigmergic Agent Systems,',
'An agent-based approach to knowledge management in distributed design',
'A multi-agent system for design information management anal support,',
'Stigmergic Agent Optimization,',
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'Reinforcing Ant Colony System for the Generalized Traveling Salesman Problem,',
'A Multi-Agent Approach to Distributed Collaboration,',
'Development of a Multi-Agent Information Management System,',
'An Ontological and Agent Based approach to Knowledge Management within a Distributed Design Environment,',
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'A Multi-Agent Architecture for Distributed Design,',
'Development of Engineering Design Methodologies and Software Tools to Support the Creative Process of Design in a Distributed Environment,',
'The Use of Ontologies for Defining Collaborative Design Processes,',
'An agent-based approach to knowledge management in distributed design,',
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'The DFE Workbench a Case Study,',
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'Fast Eye Tracking and Feature Measurement using a Multi-stage Particle Filter',
'Real-Time Detection and Measurement of Eye Features from Color Images',
'Magnetic Stimulation of the Spinal Cord: Evaluating the Characteristics of an Appropriate Stimulator',
'Eyeglasses contour extraction using genetic algorithms',
'Eyeglasses Lens Contour Extraction from Facial Images Using an Efficient Shape Description',
'Magnetic Stimulation of the Spinal Cord: Experimental Results and Simulations',
'Clustering methods in data fragmentation',
'Computer Vision Aided Measurement of Morphological Features in Medical Optics',
'A Computer Vision Approach to Object Tracking and Counting',
'Energy Efficient Coils for Magnetic Stimulation of Peripheral Nerves',
'Hierarchical clustering in large object datasets – a study on complexity, quality and scalability',
'A medical application of electromagnetic fields: The magnetic stimulation of nerve fibers inside a cylindrical tissue',
'Mobile Devices and Data Synchronization Assisting Medical Diagnosis',
'Web services for e-learning and e-recruitment',
'The similarity measures and their impact on OODB fragmentation using hierarchical clustering algorithms',
'Building an efficient architecture for data synchronization on mobile wireless agents',
'Implementing data synchronization on mobile wireless agents',
'Solving the Maximum Subsequence Problem with a Hardware Agents-based System',
'Incremental Horizontal Fragmentation: A new Approach in the Design of Distributed Object Oriented Databases',
'A Hardware Implementation of the Kadane’s Algorithm for the Maximum Subsequence Problem',
'"The School in Your Pocket": Useful PoeketPC applications for students',
'Fine-Grained Macroflow Granularity in Congestion Control Management',
'Using Fuzzy Clustering for Advanced OODB Horizontal Fragmentation with Fine-Grained Replication.',
'CLUSTERING TECHNIQUES FOR ADAPTIVE HORIZONTAL FRAGMENTATION IN OBJECT ORIENTED DATABASES',
'A NEW APPROACH IN FRAGMENTATION OF DISTRIBUTED OBJECT ORIENTED DATABASES USING CLUSTERING TECHNIQUES',
'FPGA-based Scalable Implementation of the General Smith-Waterman Algorithm',
'Semi-supervised learning techniques: k-means clustering in OODB Fragmentation',
'A new approach for optimal fragmentation order in distributed object oriented databases',
'OPTIMAL CLASS FRAGMENTATION ORDERING IN OBJECT ORIENTED DATABASES',
'AI CLUSTERING TECHNIQUES: A NEW APPROACH IN HORIZONTAL FRAGMENTATION OF CLASSES WITH COMPLEX ATTRIBUTES AND METHODS IN OBJECT ORIENTED DATABASES',
'DATA ALLOCATION IN DISTRIBUTED DATABASE SYSTEMS PERFORMED BY MOBILE INTELLIGENT AGENTS',
'Advanced Object Database Design Techniques',
'A hardware/software codesign method for general purpose reconfigurable computing',
'Current Technologies in Automatic Test Suites Generation and Verification of Complex Systems',
'Multi-tiered client-server techniques for distributed database systems',
'Hierarchical clustering in object oriented data models with complex class relationships',
'Energy Efficient Coils for Transcranial Magnetic Stimulation (TMS)',
'E-Learning Services as a Recruitment Tool',
'A Comparative Study of Horizontal Object Clustering-based Fragmentation Techniques',
'AI Clustering Techniques: a New Approach to Object Oriented Database Fragmentation',
'A Comparative Study on the Influence of Similarity Measures in Hierarchical Clustering in Complex Distributed Object-Oriented Databases',
'EFFICIENT DATA SYNCHRONIZATION FOR MOBILE WIRELESS MEDICAL USERS',
'Implementing Efficient Data Synchronization for Mobile Wireless Medical Users',
'Ontology based affective context representation',
'Multimedia m-learning using mobile phones',
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'Evaluation of a system for realtime valence assessment of spontaneous facial expressions',
'Affective aware museum guide',
'A multimodal affective monitoring tool for mobile learning',
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'Multifaceted based language for pervasive services with deterministic and fully defined behavior',
'Towards a Unified 3D Affective Model',
'Groupware refinements for collaborative teams',
'Training the behaviour preferences on context changes',
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'SPEAKEASY-A MOBILE ASSISTANT FOR THE MANAGEMENT OF SOCIAL ANXIETY IN SPEECH SITUATIONS',
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'Terra Incognita 4-The European Adventure: a collaborative, affective-aware, SMS and web-based learning system',
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'The Affinity Platform: Modular Architecture based on Independent Components',
'AFFECTIVE PERSONALISED CONTEXT AWARE SYSTEMS',
'Sisteme senzitive la context personalizate afectiv',
'Sisteme senzitive la context',
'mMVC - an Architecture Design Pattern for Mobile Applications',
'Using a multimedia database for tele-diagnosis and alternative tele-education methods',
'Elemente practice de bază pentru programarea în limbajul C',
'Une approche de type optimisation pour l’auto-adaptation de services mobiles',
'Aplicatii cu senzitivitate autonoma la context',
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'MPI Scaling Up for Powerlist Based Parallel Programs,',
'A Community Driven Approach for Click Bait Reporting,',
'Experience with Teaching PDC Topics into Babeş-Bolyai University’s CS Courses,',
'Measuring and Visualizing the Scrappiness Level of a Website,',
'A Java Framework for High Level Parallel Programming using Powerlists,',
'Babeş-Bolyai University’s High Performance Computing Center,',
'A Study Regarding Inter Domain Linked Documents Similarity and their Consequent Bounce Rate,',
'A Server-Side Support Layer for Client Perspective Transparent Web Content Migration,',
'Tuning User Query to Search Engines,',
'Analyzing and Tuning User Queries to Search Engines,',
'New Data Mining Techniques for Macroflows Delimitation in Congestion Control Management,',
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'Duplicate Transfer Problem inside a Proxy’s Cache,',
'A New Mechanism for Fast Delivery of Proxy Cache Objects,',
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'Evaluating Dynamic Client-Driven Adaptation Decision Support in Multimedia Proxy-Caches,',
'A Model for Efficient Session Object Management in Web Applications,',
'Supporting Multimedia Streaming Applications inside the Network,',
'Shared Bottleneck Detection from the Receiver Point of View,',
'Delimitation of Macroflows in Congestion Control Management Using Data Mining Techniques,',
'Fine-Grained Macroflow Granularity in Congestion Control Management,',
'New Aspects in Congestion Control Management,',
'TCP State Variables Sharing,',
'Active Queue Management for Multimedia Streams,',
'Improving the Round Trip Time Estimation in Internet Routers,',
'Challenges in today network routing,',
'Filters, a new powerful feature of Java Servlets,',
'A Secure Model, Web-based, for Client/Server Applications,',
'Automatic Support for Improving Interaction with a Web Site,',
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'V. Niculescu. Parallel Algorithms for Fast Fourier Transformation using PowerList',
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'V. Niculescu. Designing a Divide&Conquer Parallel Algorithm for Lagrange Interpolation Using Power',
'V. Niculescu. On Choosing Between Templates and Polymorphic Types. Case-study: Representation of Algebraic Structures',
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'23th International Euro-Par Conference on Parallel Processing',
'20th European Conference on Pattern Languages of Programs',
'Economics of Grids',
'SYNASC 2014 -16th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing',
'Safety Engineering and Disaster Management',
'International Symposium on High-level Parallel Programming and Applications. Paris',
'Knowledge Engineering: Principles and Techniques',
'FraDeCoP-(2) 2012 -- Second Workshop on Frameworks for the Development of Correct (parallel) Programs',
'On Granularity in Data-Parallel Programs Development',
'The 10th International Symposium on Parallel and Distributed Computing',
'International Symposium on Symbolic and Numeric Algorithms for Scientific Computing ',
'4th International Colloquium',
'International conference of Numerical Analysis and Approximation Theory',
'SYNASC 2005 International Symposium on Symbolic and Numeric Algorithms for Scientific Computing ',
'SYNASC 2004 International Symposium on Symbolic and Numeric Algorithms for Scientific Computing ',
'SYNASC 2002 International Symposium on Symbolic and Numeric Algorithms for Scientific Computing ',
'19th annual ACM SIGPLAN conference on Object-oriented programming systems',
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'8th International Euro-Par Conference on Parallel Processing',
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'COMODI: Guidelines for a Component-Based Framework for Scientific Computing']
In [17]:
vectorizer = CountVectorizer()
X = vectorizer.fit_transform(corpus)
In [18]:
print(vectorizer.get_feature_names())
['00447', '05', '09', '10', '101', '105', '10th', '110', '11th', '12', '120', '125', '128', '13', '131', '15', '1582', '15th', '163', '16th', '17th', '183', '187', '18th', '195', '1985', '1994', '1996', '1999', '19th', '2001', '2002', '2003', '2004', '2005', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020', '2066', '207', '20th', '217', '222', '23th', '24', '253', '254', '257', '264', '27', '273', '27th', '2d', '2nd', '34', '35', '38', '3d', '42', '456', '463', '465', '4711', '474', '485', '486', '4th', '5329', '5597', '5768', '6th', '76', '775', '782', '7th', '80', '88', '89', '8th', '91', '93', '95', '9648', 'abordare', 'abordari', 'about', 'abs', 'abstract', 'abstractness', 'academic', 'academice', 'academiceclujene', 'accelerate', 'acceleration', 'accelerometer', 'access', 'accessibility', 'according', 'accurate', 'acivs', 'acknowledgement', 'acm', 'aco', 'acquired', 'acrylonitrile', 'acta', 'action', 'active', 'activitatii', 'activities', 'activity', 'actuala', 'adaptarii', 'adaptation', 'adapting', 'adaptive', 'additional', 'administration', 'admission', 'adrian', 'advanced', 'adventure', 'afectiv', 'affective', 'affinity', 'agent', 'agenti', 'agentilor', 'agents', 'agglomerative', 'aggregated', 'aggregation', 'agile', 'ai', 'aided', 'ale', 'algebra', 'algebraic', 'algorithm', 'algorithmic', 'algorithms', 'algoritmi', 'alignement', 'aligning', 'alignment', 'allocation', 'alteration', 'alterations', 'alternative', 'american', 'an', 'anal', 'analizei', 'analogy', 'analysing', 'analysis', 'analytics', 'analyze', 'analyzing', 'ancient', 'and', 'android', 'annual', 'answer', 'ant', 'anti', 'antioxidant', 'ants', 'anxiety', 'aop', 'ap041', 'api', 'aplicarea', 'aplicati', 'aplicatii', 'aplicatiile', 'aplicatiilor', 'aplicaţii', 'aport', 'applicability', 'application', 'applications', 'applied', 'applying', 'apport', 'appraisal', 'apprentissage', 'approach', 'approaches', 'approche', 'appropriate', 'approximation', 'april', 'apulensis', 'architecture', 'architectures', 'are', 'arrest', 'art', 'arti', 'articulation', 'artificial', 'artificiala', 'artificială', 'as', 'asm', 'aspect', 'aspects', 'assembly', 'assess', 'assessment', 'assignment', 'assistant', 'assisted', 'assisting', 'associated', 'association', 'asupra', 'asynchronous', 'at', 'atrial', 'attractors', 'attributes', 'au', 'authors', 'auto', 'autoencoders', 'automata', 'automatic', 'automatique', 'automată', 'autonoma', 'autonome', 'autonomous', 'autonomy', 'avec', 'avenues', 'aware', 'babes', 'babeş', 'babeș', 'back', 'bacterial', 'bait', 'balancing', 'bandwidth', 'based', 'bazate', 'bază', 'bci', 'be', 'behavior', 'behavioral', 'behaviors', 'behaviour', 'benchmark', 'benchmarking', 'best', 'better', 'between', 'biclustering', 'biclusters', 'bicycles', 'big', 'binary', 'bio', 'biobjective', 'bioinformatica', 'bioinspired', 'biological', 'biomedical', 'bipartitioning', 'bmf', 'bolyai', 'bonds', 'book', 'boolean', 'boosting', 'bottleneck', 'bounce', 'bounded', 'brain', 'breaches', 'breast', 'bridge', 'bsd', 'bsp', 'budapest', 'bufnea', 'building', 'bulk', 'bx', 'by', 'cache', 'caches', 'calculus', 'can', 'cancer', 'candar', 'cannot', 'cans', 'carbon', 'cardiac', 'care', 'casa', 'case', 'cases', 'catalyst', 'categorization', 'cazul', 'cell', 'cellular', 'center', 'central', 'centrata', 'cercetare', 'cerinte', 'chain', 'challenges', 'change', 'changes', 'changing', 'characteristics', 'characterization', 'charging', 'checking', 'chemical', 'chemicals', 'chemistry', 'chemometric', 'chemometrics', 'chemoterapie', 'children', 'choice', 'choosing', 'chromatography', 'cial', 'circuits', 'circular', 'clasificare', 'class', 'classes', 'classical', 'classification', 'classifiers', 'classroom', 'click', 'client', 'climbing', 'clinical', 'closed', 'cloud', 'cluj', 'clujean', 'clujeana', 'clujene', 'cluster', 'clustered', 'clustering', 'coalition', 'coals', 'code', 'codes', 'codesign', 'codul', 'codului', 'coevolving', 'coherent', 'coils', 'collaboration', 'collaborative', 'collections', 'colloquium', 'colocviul', 'colony', 'color', 'colorectal', 'combination', 'combinations', 'combinatorial', 'combining', 'comdevalco', 'commun', 'communicate', 'communication', 'communications', 'communities', 'community', 'comodi', 'comparative', 'comparing', 'comparison', 'competitive', 'compex', 'complex', 'complexity', 'component', 'components', 'composite', 'composition', 'comput', 'computation', 'computational', 'computer', 'computers', 'computing', 'comunicări', 'concept', 'conceptelor', 'concepts', 'conceptual', 'concerning', 'concerns', 'concurrent', 'conditional', 'conference', 'conferinţă', 'configuration', 'congestion', 'connected', 'connection', 'conquer', 'consecinţe', 'consequent', 'constrained', 'constraint', 'constraints', 'construct', 'construction', 'constructions', 'content', 'context', 'contour', 'contribution', 'control', 'controller', 'conversions', 'converting', 'convex', 'convolutional', 'cooperative', 'copy', 'coq', 'cord', 'core', 'corr', 'correct', 'correcting', 'correlation', 'cost', 'counting', 'coupling', 'couplings', 'courses', 'covering', 'creational', 'creative', 'criteria', 'cromatography', 'cross', 'crosscutting', 'crossover', 'cs', 'cu', 'current', 'custom', 'customization', 'cut', 'cyber', 'cyclic', 'cylindrical', 'czibula', 'cărţii', 'danube', 'darius', 'data', 'database', 'databases', 'dataset', 'datasets', 'date', 'de', 'decide', 'decision', 'decomposition', 'decorator', 'decoupling', 'deduction', 'deep', 'defect', 'defects', 'defined', 'defining', 'definition', 'definiţie', 'degenerate', 'degree', 'delimitation', 'delivery', 'dense', 'density', 'dental', 'dependence', 'dependencies', 'derivation', 'des', 'describing', 'descriere', 'description', 'descriptor', 'descriptors', 'design', 'designing', 'designs', 'desired', 'detecting', 'detection', 'determination', 'determining', 'deterministic', 'developing', 'development', 'developments', 'devices', 'dezvoltare', 'dezvoltarea', 'dfe', 'dfx', 'diagnosis', 'didactic', 'didactica', 'differences', 'difficult', 'digital', 'din', 'directed', 'direcţii', 'dirijare', 'disaster', 'disclosure', 'discovering', 'discovery', 'discriminant', 'disease', 'dispozitivelor', 'distance', 'distilling', 'distribuita', 'distributed', 'distribution', 'distributions', 'disturbances', 'diverse', 'diversification', 'diversity', 'divide', 'divisive', 'dna', 'docking', 'doctorate', 'documentation', 'documents', 'does', 'domain', 'domeniile', 'driven', 'du', 'duluth', 'duplicate', 'duplication', 'during', 'dynamic', 'dynamics', 'définitions', 'early', 'easeai', 'ecg', 'ecodesign', 'economic', 'economics', 'ecoop', 'edge', 'editorial', 'education', 'educational', 'educațională', 'efecte', 'effect', 'effective', 'efficient', 'effort', 'eficient', 'eficiente', 'ei', 'ejb', 'electric', 'electrical', 'electromagnetic', 'electron', 'electroreduction', 'elemente', 'elements', 'else', 'embedded', 'emotions', 'empirical', 'employment', 'en', 'enabled', 'enase', 'energetic', 'energy', 'engineering', 'engines', 'enhanced', 'enhancing', 'ensemble', 'entities', 'entity', 'environment', 'environmental', 'environments', 'equilibrium', 'error', 'esec', 'estimation', 'eureca', 'euro', 'euromicro', 'european', 'europlop', 'evaluare', 'evaluarea', 'evaluating', 'evaluation', 'even', 'evolution', 'evolutionary', 'evolutionaryapproach', 'evolutivi', 'evolvable', 'evolved', 'evolving', 'examination', 'executable', 'execution', 'experience', 'experiment', 'experimental', 'experiments', 'expertise', 'exploration', 'explorer', 'exploring', 'expression', 'expressions', 'extended', 'extending', 'extension', 'extensions', 'extraction', 'extracts', 'extremal', 'extreme', 'eye', 'eyeglasses', 'face', 'facial', 'factors', 'facultăţii', 'failure', 'fall', 'families', 'faos', 'far', 'fast', 'faults', 'fca', 'feature', 'features', 'february', 'fibers', 'field', 'fields', 'fifth', 'film', 'filter', 'filters', 'finding', 'fine', 'fingerprint', 'finite', 'firewall', 'first', 'fitness', 'fixed', 'flaws', 'fleet', 'flows', 'folding', 'for', 'force', 'forecasting', 'formal', 'formale', 'formalized', 'formalizing', 'formation', 'formelor', 'forms', 'foundational', 'four', 'fourier', 'fourth', 'fpca', 'fpga', 'fradecop', 'fragment', 'fragmentation', 'framework', 'frameworks', 'france', 'free', 'frentiu', 'frequency', 'from', 'frontier', 'frédéric', 'fse', 'full', 'fully', 'fuml', 'function', 'functional', 'functions', 'fundamental', 'fundamentals', 'fusion', 'future', 'fuzzy', 'gabriela', 'game', 'gate', 'gender', 'gene', 'general', 'generalized', 'generarea', 'generation', 'generics', 'genetic', 'genetically', 'geometrical', 'geometry', 'gergely', 'gestion', 'gfba', 'google', 'gp', 'gpu', 'gradual', 'gradualness', 'grained', 'grammar', 'granularity', 'graph', 'graphs', 'greek', 'grey', 'grids', 'grounded', 'groupware', 'grow', 'growcut', 'growing', 'guest', 'guide', 'guidelines', 'guran', 'générer', 'h3llo', 'hair', 'hard', 'hardware', 'have', 'hci', 'healthcare', 'heart', 'heavy', 'herbs', 'hermite', 'heterogeneous', 'heteroscedastic', 'heuristic', 'hidden', 'hierachical', 'hierarchical', 'high', 'higher', 'highlighting', 'highly', 'hill', 'hlpp', 'hog', 'home', 'horizontal', 'hospital', 'house', 'how', 'http', 'human', 'hybrid', 'hybridizing', 'hydrogen', 'hyper', 'iaşi', 'icomponent', 'icost', 'icst', 'identification', 'identifying', 'ieee', 'ii', 'illnesses', 'iluminat', 'image', 'images', 'imasc', 'imbalanced', 'immigration', 'impact', 'implementation', 'implementations', 'implementing', 'improved', 'improvement', 'improvements', 'improving', 'in', 'incognita', 'incremental', 'independence', 'independent', 'individual', 'indoor', 'inducing', 'infections', 'influence', 'informatic', 'informatica', 'informatică', 'information', 'informatique', 'infrastructure', 'initial', 'input', 'inside', 'insight', 'inspired', 'instances', 'int', 'integrated', 'integrating', 'integration', 'inteligent', 'inteligenta', 'inteligente', 'inteligenti', 'inteligenţa', 'intellectuel', 'intelligence', 'intelligent', 'inter', 'interaction', 'interactions', 'interactive', 'interface', 'internal', 'international', 'internationalsymposium', 'interne', 'internet', 'interpolation', 'interval', 'into', 'intranet', 'introducere', 'introducing', 'introduction', 'invariant', 'investigating', 'investigation', 'invited', 'ios', 'ipa', 'ipdpsw', 'is', 'ising', 'isp', 'ispdc', 'issn', 'issue', 'issues', 'istvan', 'it', 'its', 'iwsm', 'java', 'javascript', 'jhotdraw', 'join', 'joining', 'joint', 'journal', 'julien', 'july', 'kadane', 'kept', 'kept2009', 'kept2013', 'kernel', 'kernels', 'key', 'kinect', 'knowledge', 'la', 'label', 'laborator', 'laboratories', 'laboratory', 'lagrange', 'language', 'languages', 'langue', 'large', 'later', 'lattice', 'layer', 'layers', 'learners', 'learning', 'lecture', 'lens', 'level', 'library', 'licence', 'life', 'ligand', 'light', 'lighting', 'limbajul', 'limbajului', 'linear', 'linked', 'liquid', 'lisp', 'lists', 'liver', 'living', 'lncs', 'load', 'local', 'localisation', 'localization', 'location', 'locuinţe', 'log', 'logic', 'logistics', 'longitudinal', 'loulergue', 'low', 'luminaire', 'luminaires', 'lupsa', 'machine', 'machines', 'macro', 'macroflow', 'macroflows', 'macroscale', 'magnetic', 'magnetization', 'maintainability', 'maintenance', 'majority', 'malware', 'management', 'many', 'maps', 'marian', 'market', 'mass', 'matematicii', 'matematică', 'material', 'mathematical', 'mathematics', 'matrices', 'matrix', 'matsuyama', 'maximum', 'may', 'mda', 'means', 'measure', 'measurement', 'measurements', 'measures', 'measuring', 'mechanics', 'mechanism', 'media', 'medical', 'medicinal', 'medicine', 'meets', 'meic', 'memetic', 'mensura', 'merging', 'mesh', 'meso', 'messenger', 'meta', 'metaheuristic', 'metal', 'metals', 'method', 'methodologies', 'methodology', 'methods', 'metode', 'metrics', 'micro', 'microarray', 'microarrays', 'microcapillary', 'migration', 'minimization', 'mining', 'mistakes', 'mixdecorator', 'ml', 'mmvc', 'mn', 'mobicontext', 'mobile', 'mobiles', 'modality', 'model', 'modele', 'modeling', 'modelling', 'models', 'modern', 'modular', 'module', 'moldovan', 'molecular', 'molybdenum', 'monitoring', 'mood', 'morpho', 'morphological', 'mot', 'motif', 'motifs', 'motions', 'motors', 'movement', 'mpi', 'mpls', 'mri', 'mtdd', 'muds', 'multi', 'multiagent', 'multiclass', 'multidimensional', 'multifaceted', 'multilevel', 'multimedia', 'multimodal', 'multiobjective', 'multiparadigm', 'multiple', 'multiples', 'multiplication', 'multivariate', 'museum', 'mutational', 'mvc', 'napoca', 'national', 'nationale', 'natural', 'nature', 'naţională', 'neighborhood', 'neighborhoods', 'neighbourhoods', 'nerve', 'nerves', 'network', 'networking', 'networks', 'neural', 'new', 'niculescu', 'nlp', 'no', 'node', 'non', 'nondeterministic', 'not', 'notare', 'notes', 'novel', 'noyaux', 'np', 'nsga', 'nuclei', 'number', 'numeric', 'numerical', 'obiect', 'object', 'objective', 'objectoriented', 'objects', 'observing', 'obstacle', 'obstacles', 'occupational', 'ocl', 'of', 'on', 'ontological', 'ontologies', 'ontology', 'oodb', 'oolaca', 'open', 'operators', 'optical', 'optics', 'optimal', 'optimally', 'optimisation', 'optimising', 'optimization', 'optimum', 'option', 'or', 'order', 'ordering', 'ordinal', 'organizing', 'organizning', 'orientate', 'oriented', 'osgi', 'other', 'otm', 'outbreaks', 'outliers', 'output', 'outputs', 'overlapping', 'overlay', 'overview', 'oxo', 'pages', 'pandemic', 'papers', 'par', 'paradigm', 'parallel', 'parallelism', 'parameterized', 'parameters', 'paramètre', 'paris', 'parity', 'parlist', 'parsing', 'particle', 'partitional', 'partitioning', 'partitions', 'patient', 'pattern', 'patterns', 'pdc', 'pdpta', 'pe', 'pecuchet', 'pedagogies', 'pedestrian', 'peer', 'pentru', 'performance', 'performed', 'peripheral', 'permite', 'permutation', 'personal', 'personalised', 'personalizate', 'personnel', 'perspective', 'pervasive', 'pesa', 'phase', 'phone', 'phones', 'php', 'physical', 'piece', 'plan', 'plant', 'platform', 'platforms', 'platformă', 'plierii', 'plist', 'plists', 'pocket', 'poeketpc', 'point', 'points', 'poitiers', 'policies', 'policy', 'pollution', 'polyadic', 'polymorphic', 'polynomial', 'population', 'portal', 'portfolio', 'positive', 'pottery', 'potts', 'pour', 'power', 'powerful', 'powerlist', 'powerlists', 'practical', 'practice', 'predictability', 'predicting', 'prediction', 'preferences', 'preliminary', 'presa', 'present', 'press', 'preventing', 'prevention', 'prin', 'principal', 'principiile', 'principle', 'principles', 'prioritization', 'priority', 'problem', 'problema', 'probleme', 'problems', 'procedural', 'procedure', 'proceedings', 'process', 'processes', 'processing', 'procesul', 'product', 'production', 'produselor', 'profiles', 'prognostic', 'program', 'programare', 'programarea', 'programming', 'programs', 'progression', 'proiectării', 'project', 'projects', 'prolog', 'promoter', 'properties', 'proposal', 'proposed', 'protein', 'proteinei', 'proteins', 'protocol', 'prototyping', 'proxy', 'pso', 'published', 'pulse', 'punctelor', 'purpose', 'puzzle', 'qos', 'quality', 'quantitative', 'queries', 'query', 'queue', 'queues', 'radiometric', 'random', 'rank', 'rapid', 'rate', 'rational', 'rays', 'ready', 'real', 'realitate', 'realizing', 'reallocation', 'realtime', 'reasoning', 'receiver', 'recent', 'recognitio', 'recognition', 'recognizing', 'recombination', 'recommendation', 'reconfigurable', 'recruitment', 'recunoastere', 'recursive', 'reduced', 'reduction', 'redundanţei', 'reengineering', 'refactoring', 'refactorings', 'refactorizare', 'refactorizarea', 'refactorizării', 'refactorizărilor', 'refinement', 'refinements', 'regarding', 'region', 'registrelor', 'registry', 'regresie', 'regression', 'regulilor', 'reinforcement', 'reinforcing', 'reject', 'related', 'relational', 'relations', 'relationship', 'relationships', 'reliability', 'reliable', 'reluctance', 'remote', 'renting', 'replicating', 'replication', 'reporting', 'repository', 'representation', 'representations', 'requirement', 'requirements', 'research', 'residential', 'resource', 'restraint', 'restructuring', 'results', 'retrieval', 'rigid', 'ro', 'robillard', 'robot', 'robust', 'role', 'rolul', 'roman', 'romanian', 'romjist', 'rough', 'roumanian', 'round', 'route', 'routers', 'routing', 'rule', 'rules', 's4mpleâ', 'saadi', 'safety', 'salesman', 'sampler', 'samples', 'sau', 'scalability', 'scalable', 'scale', 'scaling', 'scene', 'scenes', 'scheduling', 'school', 'sci', 'science', 'scientific', 'scrappiness', 'scripting', 'sd_did', 'search', 'second', 'secondary', 'sectional', 'secure', 'security', 'seeds', 'segmentation', 'selected', 'selecting', 'selection', 'selections', 'selectivity', 'self', 'selforganizing', 'semantic', 'semantics', 'semi', 'sensitive', 'sensitivity', 'sensor', 'sentiment', 'senzitive', 'senzitivitate', 'september', 'sequence', 'sequences', 'seria', 'series', 'server', 'service', 'services', 'servlets', 'sesiunea', 'session', 'sessions', 'set', 'sets', 'setselection', 'setters', 'shape', 'shared', 'sharing', 'shift', 'short', 'si', 'side', 'sigillata', 'sigplan', 'sigsoft', 'silimon', 'similarity', 'simon', 'simple', 'simplified', 'simplifying', 'simulating', 'simulations', 'sine', 'sistem', 'sisteme', 'site', 'situations', 'skin', 'smart', 'smith', 'sms', 'social', 'society', 'soft', 'software', 'solution', 'solve', 'solved', 'solvent', 'solvents', 'solving', 'some', 'sorting', 'source', 'space', 'speakeasy', 'special', 'specific', 'specification', 'specifications', 'specifice', 'spectrophotometric', 'speech', 'speed', 'spinal', 'spontaneous', 'spread', 'stage', 'standards', 'starea', 'state', 'static', 'statistical', 'step', 'sterca', 'stereomatching', 'stigmergic', 'stigmergy', 'stiinţă', 'stimulation', 'stimulator', 'stochastic', 'storage', 'strategies', 'strategy', 'streaming', 'streams', 'stress', 'stresstic', 'stroke', 'strokes', 'structural', 'structure', 'structured', 'structures', 'structurii', 'student', 'students', 'studia', 'study', 'studying', 'sub', 'subpopulations', 'subsequence', 'subspace', 'substituent', 'subtree', 'suggestion', 'suites', 'supercomputing', 'supervised', 'supplementary', 'support', 'supporting', 'supports', 'sursă', 'survey', 'survive', 'svm', 'svms', 'swarm', 'switching', 'symbolic', 'symposium', 'synasc', 'synasc2014', 'synchronization', 'synchronous', 'syntaxiques', 'system', 'systems', 'tables', 'task', 'tasks', 'tcp', 'teaching', 'team', 'teams', 'technique', 'techniques', 'technological', 'technologies', 'technology', 'tehnici', 'tele', 'telling', 'templates', 'temporal', 'terme', 'terminale', 'terminologies', 'terra', 'tesson', 'test', 'testing', 'text', 'texts', 'that', 'the', 'their', 'them', 'theor', 'theoretic', 'theoretical', 'theories', 'theory', 'therapy', 'theses', 'thin', 'third', 'through', 'tiered', 'time', 'tissue', 'tms', 'to', 'today', 'tomorrow', 'tone', 'tool', 'tools', 'topics', 'topological', 'topologies', 'topology', 'toward', 'towards', 'tracking', 'tracks', 'traffic', 'traficului', 'training', 'traitement', 'traitements', 'transcranial', 'transfer', 'transformation', 'transforming', 'transition', 'transparent', 'travail', 'traveling', 'travelling', 'tree', 'trend', 'triadic', 'triangulation', 'triggers', 'trip', 'tuning', 'tutorial', 'twitter', 'two', 'type', 'types', 'ubbcluj', 'ubiquitous', 'uml', 'un', 'unbounded', 'uncovering', 'undergraduates', 'une', 'unified', 'uniform', 'universitara', 'universitatis', 'university', 'unsupervised', 'unui', 'up', 'update', 'urban', 'us', 'usability', 'usage', 'use', 'used', 'useful', 'user', 'users', 'using', 'utilisation', 'utility', 'utilizabilitatii', 'utilizarea', 'utilizator', 'valence', 'validation', 'value', 'values', 'variables', 'variants', 'various', 'vector', 'vehicle', 'venue', 'verification', 'version', 'versus', 'vescan', 'via', 'video', 'view', 'viitor', 'virginia', 'virtual', 'visagism', 'vision', 'visualizing', 'vniculescu', 'vol', 'volume', 'vs', 'watec', 'water', 'waterman', 'way', 'wearable', 'web', 'weblog', 'website', 'weighted', 'weights', 'what', 'who', 'whole', 'why', 'wild', 'winnet', 'wireless', 'with', 'within', 'work', 'workbench', 'workflow', 'workshop', 'workshops', 'wrist', 'writing', 'www', 'wyliodrin', 'xml', 'year', 'your', 'zilele', 'zsuzsanna', 'évolutive', 'în', 'şabloanele', 'şi', 'ştiinţifice']
In [19]:
print(X.shape)
(846, 1778)
In [ ]:
In [20]:
print(X.toarray())
[[0 0 0 ... 0 0 0]
[0 0 0 ... 0 0 0]
[0 0 0 ... 0 0 0]
...
[0 0 0 ... 0 0 0]
[0 0 0 ... 0 0 0]
[0 0 0 ... 0 0 0]]
In [21]:
for k in X.toarray():
for j in k:
if j > 1:
print(j)
2
2
2
2
2
2
2
3
2
2
3
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
3
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
4
2
4
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
3
2
2
2
2
2
2
2
3
2
2
2
2
2
2
2
2
2
2
2
2
In [22]:
import pandas as pd
In [23]:
from sklearn.feature_extraction.text import TfidfVectorizer
vec = TfidfVectorizer(use_idf=False, norm='l1')
matrix = vec.fit_transform(corpus)
pd.DataFrame(matrix.toarray(), columns=vec.get_feature_names())
Out[23]:
00447
05
09
10
101
105
10th
110
11th
12
...
xml
year
your
zilele
zsuzsanna
évolutive
în
şabloanele
şi
ştiinţifice
0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
1
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
2
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
3
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
4
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
841
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
842
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
843
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
844
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
845
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
846 rows × 1778 columns
In [24]:
from textblob import TextBlob
import nltk
nltk.download('punkt')
def textblob_tokenizer(str_input):
blob = TextBlob(str_input.lower())
tokens = blob.words
words = [token.stem() for token in tokens]
return words
vec = CountVectorizer(tokenizer=textblob_tokenizer)
matrix = vec.fit_transform(corpus)
pd.DataFrame(matrix.toarray(), columns=vec.get_feature_names())
[nltk_data] Downloading package punkt to
[nltk_data] C:\Users\tbodi\AppData\Roaming\nltk_data...
[nltk_data] Package punkt is already up-to-date!
Out[24]:
'inteligenta
09
1
10
10th
11th
12-13
120-131
125-128
13-15
...
évolut
în
şi
ştiinţific
β-x
–
’
“
”
…
0
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
3
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
4
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
841
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
842
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
843
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
844
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
845
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
846 rows × 1558 columns
In [25]:
vec = TfidfVectorizer(tokenizer=textblob_tokenizer,
stop_words='english',
use_idf=True)
matrix = vec.fit_transform(corpus)
df = pd.DataFrame(matrix.toarray(), columns=vec.get_feature_names())
c:\users\tbodi\appdata\local\programs\python\python37\lib\site-packages\sklearn\feature_extraction\text.py:386: UserWarning: Your stop_words may be inconsistent with your preprocessing. Tokenizing the stop words generated tokens ['abov', 'afterward', 'alon', 'alreadi', 'alway', 'ani', 'anoth', 'anyon', 'anyth', 'anywher', 'becam', 'becaus', 'becom', 'befor', 'besid', 'cri', 'describ', 'dure', 'els', 'elsewher', 'empti', 'everi', 'everyon', 'everyth', 'everywher', 'fifti', 'formerli', 'forti', 'ha', 'henc', 'hereaft', 'herebi', 'hi', 'howev', 'hundr', 'inde', 'latterli', 'mani', 'meanwhil', 'moreov', 'mostli', 'nobodi', 'noon', 'noth', 'nowher', 'onc', 'onli', 'otherwis', 'ourselv', 'perhap', 'pleas', 'seriou', 'sever', 'sinc', 'sincer', 'sixti', 'someon', 'someth', 'sometim', 'somewher', 'themselv', 'thenc', 'thereaft', 'therebi', 'therefor', 'thi', 'thu', 'togeth', 'twelv', 'twenti', 'veri', 'wa', 'whatev', 'whenc', 'whenev', 'wherea', 'whereaft', 'wherebi', 'wherev', 'whi', 'yourselv'] not in stop_words.
'stop_words.' % sorted(inconsistent))
In [26]:
for word in df.columns:
for row in df[word]:
if row != 0.0:
print(word, row)
'inteligenta 0.38414629029605124
09 0.36584399807342033
1 0.4821331537174356
1 0.2586338687792387
1 0.2688236667943681
1 0.2663938635837962
1 0.25207413090956854
10 0.5181218561323687
10 0.5980552022654959
10th 0.31474109019067126
10th 0.5865360698464798
11th 0.2858779400816324
11th 0.42335891082551763
12-13 0.4491988900724893
120-131 0.42891568792934015
125-128 0.32731012511756336
13-15 0.5084913698311617
1582-5329 0.31555818021502774
1582-5329 0.32196810540407694
15th 0.2745568591645623
15th 0.25979833291992377
15th 0.3615827442167019
15th 0.37790940471904333
163-187 0.4026620805857277
16th 0.2847241695778246
16th 0.40191737134588795
17th 0.32230791994107993
17th 0.44218074272240443
183-195 0.3122562181048324
18th 0.3569839654352272
1985–1996 0.3058782731300489
1994.an 0.41584494236602837
1999 0.2751193549917436
1999-molecular 0.2751193549917436
19th 0.23756256160541647
19th 0.4223929929251252
2 0.2942938090831524
2 0.3614977039533514
2-4 0.3431040795645276
2001 0.44595375303701945
2001 0.4093897594018897
2002 0.4601770436491225
2003 0.46916952439958165
2004 0.4601770436491225
2005 0.4601770436491225
2007 0.4761649542635964
2008 0.2942938090831524
2008 0.3603203862487686
2009 0.5970031647866995
2009 0.2770611178171748
2009 0.330044735910424
2009 0.3474364285319809
2010 0.27625875036914616
2010 0.2772556045933451
2010 0.3409294936792463
2011 0.3385440560852722
2012 0.30848174635866504
2012 0.3614977039533514
2013 0.3827100224858067
2013 0.28431615638863317
2013 0.4118567991493451
2013 0.29721010908904355
2014 0.5323434820147747
2014 0.40191737134588795
2015 0.5155173128134828
2015 0.37433459947023523
2015 0.3018927845864525
2016 0.3143286473386865
2017 0.39918034988850554
2018 0.4545496059565274
2018 0.3695332872647163
2018 0.2734978612320347
2019 0.3497894699389014
2019 0.35031722262583326
2019 0.30185126096865805
2019 0.30811816919278284
2020 0.36206338346437167
2020 0.35173618521095035
2020 0.26843030797084466
2020 0.2714562414668887
2020 0.3508323358965328
2066-5768 0.31625810365886764
2066-5768 0.30085653335221835
207-217 0.4098361322361141
20th 0.29115400758277427
20th 0.5259181740206487
217-222 0.37936045236920146
23th 0.5399044356300405
24–27 0.25206234300784774
253 0.3184599527064308
254-273 0.3385440560852722
257-264 0.3823127692241828
264 0.30638868445582534
27th 0.3592765213163161
2d 0.5210243424570526
2nd 0.2960420921335517
2nd 0.48649140958708903
3 0.3122562181048324
34 0.3416196326285907
35-38 0.3469542714971912
3d 0.34710534456025743
3d 0.5483344921931386
3d 0.4697873683381546
4-the 0.3473071457353858
42 0.33481847359604755
456-465 0.415161095620423
463-474 0.3143286473386865
4711 0.3314730993095724
485-486 0.4398950550020193
4th 0.6544546520883174
5 0.614988519537203
5-6 0.4156109111589469
5597 0.36584399807342033
6th 0.49071477689943316
7 0.48331310695472546
76 0.32157861266559407
775-782 0.3074942597686015
7th 0.42592636232194964
80-89 0.3781126893573364
80-91 0.40205547040150147
88-93 0.39918034988850554
8th 0.5399044356300405
91-105 0.30638868445582534
93-101 0.3993508344674956
95-110 0.3184599527064308
9648 0.3143286473386865
abordar 0.28183638214134293
abordari 0.365690668274831
abs/2003.00447 0.41668164951080244
abstract 0.47912751565965567
abstract 0.3552244007557839
abstract 0.3386121360928294
abstract 0.29193918251865414
academ 0.3361752791512836
academ 0.3154789682844918
academ 0.5094761449605335
academ 0.5094761449605335
academic 0.30085653335221835
academic 0.5856808494909564
academiceclujen 0.3355611173105628
acceler 0.5751949124135296
acceler 0.4209431725715994
acceleromet 0.4474458395165158
access 0.37771968878154927
access 0.43953428036679426
access 0.4608509777949566
accord 0.3099643359396232
accur 0.4667740448398074
aciv 0.25206234300784774
acknowledg 0.3735762552148703
acm 0.4481740167613043
aco 0.4830894458245077
acquir 0.39745047171762216
acquir 0.411931552499914
acrylonitril 0.506785876862841
acta 0.31555818021502774
acta 0.32196810540407694
action 0.45845238743065136
action 0.4160330859152474
action 0.36007910241467306
activ 0.2311706468610858
activ 0.38150697712992626
activ 0.2704398067491082
activ 0.3912565816878251
activ 0.3124260678878123
activ 0.3373406381262413
activ 0.3238725326563777
activ 0.3355835141482665
activ 0.3534870420372894
activ 0.40938689855392946
activ 0.5296869880517928
activitatii 0.36866170764229406
actuala 0.3099495963990461
actuala 0.32406668663832
adapt 0.31387419697727265
adapt 0.33845588548205024
adapt 0.4522423048391064
adapt 0.4642703834670673
adapt 0.4879484209151514
adapt 0.6284076090983407
adapt 0.5313030144242481
adapt 0.3528033377548869
adapt 0.38282013717626157
adapt 0.3430360449281994
adapt 0.32523618862985
adapt 0.2931400587021651
adaptarii 0.34384630209755446
addit 0.4509840326549452
addit 0.4959589153378576
administr 0.5332002356203935
admiss 0.587518072110201
adrian 0.3569839654352272
advanc 0.4304291385414665
advanc 0.3823229026399709
advanc 0.5724142882280517
advanc 0.34724709665735226
adventur 0.3473071457353858
afectiv 0.45582312515902257
affect 0.48019337823716507
affect 0.2938905865593042
affect 0.3848007883787813
affect 0.43197359950906483
affect 0.4374037436568307
affect 0.4885308404168394
affect 0.4612607194686445
affective-awar 0.3473071457353858
affin 0.4838449965327907
agent 0.4103466793725507
agent 0.40177051065773417
agent 0.29896225699896367
agent 0.34182587564756367
agent 0.36124524826041093
agent 0.3830921126109741
agent 0.38273978447400736
agent 0.36831098806934387
agent 0.5196946332240919
agent 0.5490857671557766
agent 0.40175962087493017
agent 0.349501529191995
agent 0.3345136121442824
agent 0.3659988046309073
agent 0.24104603185792048
agent 0.34927144131372273
agent 0.3203609287658987
agent 0.3782159821730013
agent 0.33265111599725034
agent 0.31921497190269543
agent-bas 0.6026743986719764
agent-bas 0.4554953795767378
agent-bas 0.48725861880178617
agent-bas 0.5797746131102851
agent-bas 0.5331973535403732
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– 0.39113667417940584
– 0.28379341976720734
– 0.3383923046166984
– 0.3393967128619237
– 0.28112437952525604
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“ 0.3417587848028389
“ 0.33157747300434787
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” 0.3172183543561163
” 0.6784003298312703
… 0.2751193549917436
In [27]:
from sklearn.cluster import KMeans
In [28]:
number_of_clusters = 10
In [29]:
km = KMeans(n_clusters=number_of_clusters)
km.fit(matrix)
Out[29]:
KMeans(n_clusters=10)
In [30]:
km.fit
Out[30]:
<bound method KMeans.fit of KMeans(n_clusters=10)>
In [31]:
print("Top terms per cluster:")
order_centroids = km.cluster_centers_.argsort()[:, ::-1]
terms = vec.get_feature_names()
for i in range(number_of_clusters):
top_ten_words = [terms[ind] for ind in order_centroids[i, :5]]
print("Cluster {}: {}".format(i, ' '.join(top_ten_words)))
Top terms per cluster:
Cluster 0: model use comput approach base
Cluster 1: program parallel v niculescu powerlist
Cluster 2: problem evolutionari compon select solv
Cluster 3: analysi fuzzi compon data princip
Cluster 4: aspect base cluster techniqu evalu
Cluster 5: learn support reinforc decis intellig
Cluster 6: cellular automata imag evolv edg
Cluster 7: design multi-ag distribut improv manag
Cluster 8: cluster fuzzi softwar object fragment
Cluster 9: network complex commun detect evolutionari
In [32]:
results = pd.DataFrame({
'corpus': corpus,
'category': km.labels_
})
In [33]:
results.sort_values('category')
for k in results.sort_values('category').values:
print(k[1], " --- ", k[0])
0 --- A Comparative Study of Software Architectures in Mobile Applications
0 --- Principiile Agentilor Inteligenti,
0 --- Sensitive Stigmergic Agent Systems - A Hybrid Approach to Combinatorial Optimization,
0 --- Agent-Based Management and Optimization System for Distributed Computing,
0 --- Sensitive ant systems in combinatorial optimization,
0 --- A Sensitive Robot Metaheuristic for Complex Applications,
0 --- Sensitive Stigmergic Agent Systems,
0 --- Sensitive Ant Model for Combinatorial Optimization,
0 --- Stigmergic Agent Optimization,
0 --- The DFE Workbench Software Tool Case Study ecodesign,
0 --- Developing an Usability Evaluation Module using AOP
0 --- A Comparison of AOP based Monitoring Tools
0 --- A multiagent based approach for national cancer registry management
0 --- An Agent Based Approach for Pandemic Spread Prediction
0 --- A Comparison of Using AOP and Java Accessibility for Usability Evaluation
0 --- The DFE Workbench a Case Study,
0 --- Automatic Usability Evaluation using AOP
0 --- An Agent-Based Collaborative Evolutionary Model for Multimodal Optimization,
0 --- Heterogeneous Sensitive Ant Model for Combinatorial Optimization,
0 --- A Collaborative Evolutionary Approach to Resource-Constrained Project Scheduling
0 --- Modeling and replicating higher-order dependencies in genetic algorithms,
0 --- The Role of Crossover in Evolutionary Approaches to Resource-Constrained Project Scheduling,
0 --- Ensemble of Binary Learners for Reliable Text Categorization with a Reject Option,
0 --- Error-Correcting Output Codes for Multi-Label Text Categorization
0 --- A New Gene Selection Method Based on Random Subspace Ensemble for Microarray Cancer Classification,
0 --- Exploring Population Geometry and Multi-Agent Systems: A New Approach to Developing Evolutionary Techniques,
0 --- P systems with control nuclei: The concept
0 --- Distributed Asynchronous Collaborative Search
0 --- Asynchronous Collaborative Search using Adaptive Coevolving Subpopulations ,
0 --- Sensitive Ants: Inducing Diversity in the Colony,
0 --- An Agent-Based Approach to Combinatorial Optimization,
0 --- Stigmergy and Sensitivity in Heterogeneous Agent-Based Models,
0 --- Hybrid Multi-Population Collaborative Asynchronous Search.
0 --- Simplified Chain Folding Models as Metaheuristic Benchmark for Tuning Real Protein Folding Algorithms?
0 --- Guest editorial: special issue on nature inspired cooperative strategies for optimization
0 --- An Object Oriented Library for Abstract and Computational Algebra
0 --- Based Approach in Cancer Registry Management
0 --- Magnetic Stimulation of the Spinal Cord: Evaluating the Characteristics of an Appropriate Stimulator
0 --- Eyeglasses contour extraction using genetic algorithms
0 --- Eyeglasses Lens Contour Extraction from Facial Images Using an Efficient Shape Description
0 --- Magnetic Stimulation of the Spinal Cord: Experimental Results and Simulations
0 --- Computer Vision Aided Measurement of Morphological Features in Medical Optics
0 --- A Computer Vision Approach to Object Tracking and Counting
0 --- Real-Time Detection and Measurement of Eye Features from Color Images
0 --- Energy Efficient Coils for Magnetic Stimulation of Peripheral Nerves
0 --- Mobile Devices and Data Synchronization Assisting Medical Diagnosis
0 --- Web services for e-learning and e-recruitment
0 --- Building an efficient architecture for data synchronization on mobile wireless agents
0 --- Implementing data synchronization on mobile wireless agents
0 --- "The School in Your Pocket": Useful PoeketPC applications for students
0 --- Fine-Grained Macroflow Granularity in Congestion Control Management
0 --- A medical application of electromagnetic fields: The magnetic stimulation of nerve fibers inside a cylindrical tissue
0 --- Presa Universitara Clujeana
0 --- Fast Eye Tracking and Feature Measurement using a Multi-stage Particle Filter
0 --- A linear approach to distributed database optimization using data reallocation
0 --- O abordare centrata pe utilizator in dezvoltarea unui sistem inteligent pentru generarea Registrelor Nationale de cancer
0 --- Colocviul Academic Clujean de Informatica"
0 --- Proceedings of the Symposium "
0 --- n evaluarea automata a utilizabilitatii.
0 --- A Graph Algorithm for Identification of Crosscutting Concerns
0 --- Integrating Conversions into a Computational Algebraic System
0 --- Access Patterns Optimization in Distributed Databases Using Data Reallocation
0 --- Traitement automatique de la langue
0 --- A Deep Learning Approach to Hair Segmentation and Color Extraction from Facial Images: 19th International Conference, ACIVS 2018, Poitiers, France, September 24–27, 2018, Proceedings
0 --- Micro-Expressions Detection Based on Micro-Motions Dense Optical Flows
0 --- Automatic Skin Tone Extraction for Visagism Applications
0 --- High-Speed Video System for Micro-Expression Detection and Recognition
0 --- Supplementary Material
0 --- Towards Automatic Skin Tone Classification in Facial Images
0 --- Fast In-the-Wild Hair Segmentation and Color Classification
0 --- FPGA-based Scalable Implementation of the General Smith-Waterman Algorithm
0 --- Intelligent system for measuring stress: StressTIC,
0 --- Nature Inspired Cooperative Strategies for Optimization
0 --- Modele pentru problema plierii proteinei
0 --- Bioinformatica si aplicatiile ei
0 --- Algoritmi evolutivi aplicati in chemoterapie
0 --- Peer-to-peer messenger-H3llo
0 --- Using Pattern Structures for Mining Student Behaviour in E-learning Platforms on specific Triggers
0 --- Analysing the Effect of Changing the Educational Methods by Using FCA
0 --- Experiments on Promoter Sequences Prediction using Association Rules
0 --- Distilling Conceptual Structures from Weblog Using Polyadic FCA
0 --- Behavioral pattern mining in web based educational system
0 --- An FCA grounded study of user dynamics through log exploration
0 --- Applying Triadic FCA in Studying Web Usage Behaviors
0 --- Analysing Web Usage with Force-Directed Graphs
0 --- Building Intelligent Knowledge Management Systems
0 --- Interactive and intelligent doctorate theses administration platform
0 --- Attractors in Web Based Educational Systems. A Conceptual Knowledge Processing Grounded Approach
0 --- Aport: web portal for assisting teaching
0 --- A Study on Using Association Rules for Predicting Promoter Sequences
0 --- Platformă educațională care permite programarea dispozitivelor embedded din Cloud – Wyliodrin
0 --- Evaluation of Novel Approaches to Software Engineering
0 --- "Indoor Localization Techniques Within a Home Monitoring Platform"
0 --- "Technological Platform for the Prevention and Management of Healthcare Associated Infections and Outbreaks"
0 --- Investigating Differences between Ancient and Modern Bacterial DNA in Dental Calculus via Autoencoders
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2 --- An autonomous GP-based system for regression and classification problems
2 --- Ant Colony Component-based System for Traveling Salesman Problem
2 --- An incremental approach to the set covering problem
2 --- Evolutionary design of Evolutionary Algorithms
2 --- Intelligent Systems in Classification Problems
2 --- Evolutionary algorithms for the component selection problem
2 --- Automatic configuration for the component selection problem
2 --- The component selection problem as a constraint optimization problem
2 --- A Hardware Implementation of the Kadane’s Algorithm for the Maximum Subsequence Problem
2 --- Solving the Maximum Subsequence Problem with a Hardware Agents-based System
2 --- Constraint optimization-based component selection problem
2 --- Solving the Protein Folding Problem Using a Distributed Q-Learning Approach
2 --- Component-based Ant System for a Biobjective Assignment Problem
2 --- Sisteme inteligente în probleme de clasificare
2 --- Bio-inspired components for a bandwidth problem
2 --- An evolutionary multiobjective approach for the Component Selection Problem
2 --- A Hybrid Evolutionary Multiobjective Approach for the Component Selection Problem
2 --- A Metrics-based Evolutionary Approach for the Component Selection Problem
2 --- Dependencies in the Component Selection Problem
2 --- An improved immigration memetic algorithm for solving the heterogeneous fixed fleet vehicle routing problem
2 --- Two Evolutionary Multiobjective Approaches for the Component Selection Problem
2 --- Multilevel component selection optimization toward an optimal architecture
2 --- A multi-objective evolutionary approach to imbalanced classification problems
2 --- Search-Based Software Entity Refactoring – A New Solution Representation For The Multi-Objective Evolutionary Approach Of The Entity Set Selection Refactoring Problem
2 --- Identifying Patterns to Solve Low-Level Problems
2 --- Evolving Evolutionary Algorithms using Evolutionary Algorithms
2 --- Multi-objective Evolutionary Traffic Assignment
2 --- Solving the even-n-parity problems using Best Sub Tree Genetic Programming
2 --- Hill-Climbing Search and Diversification within an Evolutionary Approach to Protein Structure Prediction
2 --- A component based-model for a NP-hard problem
2 --- Evolutionary Algorithms for Protein Structure Prediction in Lattice Models
2 --- Introducing Composition Strategies for the Refactoring Plan Building Problem
2 --- Components Execution Order using Genetic Algorithms
2 --- Heuristic Algorithms for Solving the Generalized Vehicle Routing Problem,
2 --- Reinforcing Ant Colony System for the Generalized Traveling Salesman Problem,
2 --- Stigmergic Agents for Solving NP-difficult Problems,
2 --- Describing Low-Level Problems as Patterns and Solving Them via Refactorings
2 --- Sensitive Ants in Solving the Generalized Vehicle Routing Problem,
2 --- A Hybrid Evolutionary Approach to Protein Structure Prediction with Lattice Models,
2 --- Comparative Analysis of Recombination Operators in Genetic Algorithms for the Travelling Salesman Problem,
2 --- Hill-Climbing Search in Evolutionary Models for Protein Folding Simulations
2 --- Evolutionary Algorithms for Protein Structure Prediction in Simplified Lattice Models,
2 --- Current Problems In Refactoring Activities
2 --- A Sensitive Metaheuristic for Solving a Large Optimization Problem,
2 --- A Hybrid ACO Approach to the Matrix Bandwidth Minimization Problem.
2 --- A Genetic Algorithm for Solving the Generalized Vehicle Routing Problem.
2 --- An Evolutionary Model based on Hill-Climbing Search Operators for Protein Structure Prediction,
2 --- Hill-climbing Search and Fingerprint Diversification in an Evolutionary Model for Protein Structure Prediction,
2 --- A Hybrid Ant-Based System for Gate Assignment Problem.
2 --- A Step-Back Sensitive Ant Model for Solving Complex Problems
2 --- Solving the Linear Ordering Problem using Ant Models,
2 --- A Multi-Agent Stigmergic Model for Complex Optimization Problems,
2 --- Automatic criteria-based configuration for the component selection problem
2 --- First Results of an Evolutionary Approach for the Entity Refactoring Set Selection Problem
2 --- Describing low level problems as patterns and solving them via refactorings
2 --- Solution Representation Analysis For The EvolutionaryApproach of the Entity Refactoring Set Selection Problem
2 --- A multi-objective evolutionary approach to the portfolio optimization problem
2 --- The optimal refactoring selection problem - a multi-objective evolutionary approach
2 --- Soft computing approaches on the bandwidth problem
2 --- The Entity Refactoring Set Selection Problem - Practical Experiments for an Evolutionary Approach
2 --- L. Evolutionary approach for behaviour component composition. In International Conference on Computers
2 --- A Far From Equilibrium Model for the Classification Problem
2 --- Hybrid Evolutionary Algorithm with a Composite Fitness Function for Protein Structure Prediction,
2 --- Route assignment using multi-objective evolutionary search
2 --- An evolutionary approach for the entity refactoring setselection problem
2 --- A Comparison of Genetic Programming and Statistical Methods for Solving Prediction Problems
2 --- Recombination Operators in Permutation-Based Evolutionary Algorithms for the Travelling Salesman Problem.
2 --- A hybrid approach based on genetic algorithms for solving the Clustered Vehicle Routing Problem,
2 --- An incremental clustering approach to the set covering problem
2 --- The multi-objective refactoring selection problem
2 --- Hybrid ant models with a transition policy for solving a complex problem
3 --- An experiment on incremental analysis using robust parsing techniques
3 --- Intelligent disease identification based on discriminant analysis of clinical data
3 --- Principal Component Analysis for Computation of the Magnetization Characteristics of Synchronous Reluctance Machine
3 --- An MDA Approach for Developing Executable UML Components. Model-Driven Domain Analysis and Software Development 2011: 254-273
3 --- Papers from the 1999 Symposium on Mathematical Chemistry, Duluth, MN, May 1999-MOLECULAR MODELING-Structural Analysis of Transition Metal bX Substituent Interactions. Toward …
3 --- Program Internal Structure View with Formal Concept Analysis
3 --- A study of dependence of software attributes using data analysis techniques
3 --- Data analysis with fuzzy sets: a short survey
3 --- An aggregated coupling measure for the analysis of object-oriented software systems
3 --- Robust Fuzzy Principal Component Analysis (FPCA). A Comparative Study Concerning Interaction of Carbon− Hydrogen Bonds with Molybdenum− Oxo Bonds
3 --- CHARACTERIZATION AND CLASSIFICATION OF MEDICINAL PLANT EXTRACTS ACCORDING TO THEIR ANTIOXIDANT ACTIVITY USING HIGH-PERFORMANCE LIQUID CHROMATOGRAPHY AND MULTIVARIATE ANALYSIS.
3 --- Analysis of a Distributed Collaborative Evolutionary Algorithm,
3 --- Principal component analysis versus fuzzy principal component analysis: a case study: the quality of Danube water (1985–1996)
3 --- Applications of principal components methods
3 --- A new component selection algorithm based on metrics and fuzzy clustering analysis
3 --- Fuzzy clustering analysis of the first 10 MEIC chemicals
3 --- Selection based on Fuzzy Clustering Analysis
3 --- A new fuzzy discriminant analysis method
3 --- An analysis system for mobile applications MVC software architectures
3 --- Hybrid features for Twitter Sentiment Analysis
3 --- Automatic algorithmic complexity determination using dynamic program analysis
3 --- International conference of Numerical Analysis and Approximation Theory
3 --- Prognostic Factors in Liver Failure in Children by Discriminant Analysis of Clinical Data. A Chemometric Approach
3 --- DISCOVERING PATTERNS IN DATA USING ORDINAL DATA ANALYSIS.
3 --- Tracking mistakes in software measurement using fuzzy data analysis
3 --- Recent developments in fuzzy statistical analysis
3 --- Web Analytics with Formal Concept Analysis
3 --- Analysing the Usage of Pulse Portal with Formal Concept Analysis
3 --- PROCESSING ECG DATA USING MULTIVARIATE DATA ANALYSIS
3 --- Classical and fuzzy principal component analysis of some environmental samples concerning the pollution with heavy metals
3 --- Automata-based Component Composition Analysis
3 --- Investigating Trend-setters in E-learning Systems using Polyadic Formal Concept Analysis and Answer Set Programming
3 --- An investigation of user behavior in educational platforms using Temporal Concept Analysis
3 --- Component selection based on fuzzy clustering analysis
3 --- Investigating Educational Attractors and Life Tracks in e-Learning Environments Using Formal Concept Analysis
3 --- Highlighting Trend-Setters in Educational Platforms by Means of Formal Concept Analysis and Answer Set Programming
3 --- Improving movement analysis in physical therapy systems based on kinect interaction
3 --- PROGNOSTIC FACTORS IN LIVER FAILURE IN CHILDREN BY DISCRIMINANT ANALYSIS OF CLINICAL DATA. A CHEMOMETRIC APPROACH.
3 --- Gene Clustering in Time Series Microarray Analysis,
3 --- Computational Intelligence-based Model for Component Composition Analysis
3 --- Structural Analysis of Transition Metal β-X Substituent Interactions. Toward the Use of Soft Computing Methods for Catalyst Modeling
3 --- Security Analysis Regarding Cross-Site Scripting on Internet Explorer. BCI (Local) 2012: 125-128
3 --- Principal components analysis based on a fuzzy sets approach
4 --- New Aspects in Congestion Control Management,
4 --- General Aspects of Refactoring Applicability to Conceptual Models
4 --- Aspect Mining using an Evolutionary Approach
4 --- A Comparative Analysis of Clustering Algorithms in Aspect Mining
4 --- A Formal Model for Partitioning Based Aspect Mining
4 --- Clustering Based Aspect Mining Formalized
4 --- A hierarchical clustering based approach in aspect mining
4 --- Quality Measures for Clustering Based Aspect Mining Techniques
4 --- A Framework for Evaluating the Results of Aspect Mining Techniques
4 --- A Tool for Comparing Clustering Based Aspect Mining Techniques
4 --- An Agent Based User Interface Evaluation Using Aspect Oriented Programming
4 --- means based clustering algorithm in Aspect Mining
4 --- A Study on Distance Metrics for Partitioning Based Aspect Mining
4 --- A Comparison of Clustering Techniques in Aspect Mining
4 --- A New Genetic Clustering Based Approach in Aspect Mining
4 --- Aspect Mining
4 --- On Some Criteria for Comparing Aspect Mining Techniques
4 --- Based Approach in Aspect Mining
4 --- On Evaluating Aspect Mining Techniques
4 --- A New Hierarchical Agglomerative Clustering Algorithm in Aspect Mining
4 --- On Clustering based Aspect Mining
4 --- Evaluation Measures For Partitioning Based Aspect Mining Techniques
5 --- Intelligent Decision Support for Pervasive Home Monitoring and Assisted Living
5 --- Obstacle Recognition in Traffic by Adapting the HOG Descriptor and Learning in Layers
5 --- A Tool That Supports Simplifying Conditional Expressions Using Boolean Functions
5 --- Ontology oriented knowledge management tool to support DFX activities,
5 --- Using unsupervised learning methods for enhancing protein structure insight
5 --- On Reinforcement Learning Based Multiple Sequence Alignment
5 --- A Reinforcement Learning Based Approach to Multiple Sequence Alignment
5 --- A Hybrid Evolutionary and Multiagent Reinforcement Learning Approach to Accelerate the Computation of Traffic Assignment
5 --- A. Vescan. Does Cyclic Learning have Positive Impact on Teaching Object-Oriented Programming?
5 --- A Study on using Reinforcement Learning for Temporal Ordering of Biological Samples
5 --- Embedded Systems with Component-Based GPU Support: A State of the Art
5 --- Improving classification performance of Support Vector Machine by genetically optimisation of kernel shape and hyper-parameters
5 --- Workshop on Pedagogies and Tools for Learning Object-Oriented Concepts
5 --- An effective approach for determining the class integration test order using reinforcement learning
5 --- Cooperative Learning Sensitive Agent System for Combinatorial Optimization,
5 --- Learning Sensitive Stigmergic Agents for Solving Complex Problems
5 --- Learning grammar weights using genetic algorithms
5 --- Tool support for fUML Models
5 --- Temporal Ordering of Cancer Microarray Data through a Reinforcement Learning Based Approach
5 --- Decision support system for software maintenance and evolution
5 --- A Distributed Reinforcement Learning Approach for Solving Optimization Problems
5 --- An Intelligent Personal Assistant Agent For Task Performance Support
5 --- Support Vector Machine and Boosting based Multiclass Classification for Traffic Scene Obstacles
5 --- Learning weights for a natural language grammar using genetic algorithms
5 --- A multimodal affective monitoring tool for mobile learning
5 --- A Server-Side Support Layer for Client Perspective Transparent Web Content Migration,
5 --- A Reinforcement Learning Based Framework for Solving Optimization Problems
5 --- A Reinforcement Learning Approach for Solving the Fragment Assembly Problem
5 --- A Comparison of Reinforcement Learning Based Models for the DNA Fragment Assembly Problem
5 --- M. Evolving kernel function for Support Vector Machines. In The 17th European Conference on Arti cial Intelligence
5 --- IMASC - An Intelligent MultiAgent System for Clinical Decision Support
5 --- Alignment of Custom Standards by Machine Learning Algorithms
5 --- Evaluating Dynamic Client-Driven Adaptation Decision Support in Multimedia Proxy-Caches,
5 --- An Experiment on Protein Structure Prediction using Reinforcement Learning
5 --- IPA - An Intelligent Personal Assistant Agent For Task Performance Support
5 --- Cooperative Learning for Distributed Data Mining
5 --- A Support Vector Machine Model For Intelligent Selection of Data Representations
5 --- An Intelligent MultiAgent System for Clinical Decision Support
5 --- HCI Intelligent Multimodal Interaction Environments by J.A Learning Interface Agent for User Behavior Prediction
5 --- Distance Learning and Supporting Tools at Babeş-Bolyai University
5 --- A Reinforcement Learning Approach for Solving the Matrix Bandwidth Minimization Problem
5 --- Natural Language Processing and Machine Learning Methods for Software Development Effort Estimation
5 --- Automatic Support for Improving Interaction with a Web Site,
5 --- Multiagent Decision Support Systems based on Supervised Learning
5 --- A Reinforcement Learning Model for Solving the Folding Problem
5 --- A Machine Learning Perspective for Order Reduction in Electrical Motors Modeling
6 --- Predictability in Cellular Automata
6 --- Evolution and dynamics of node-weighted networks for cellular automata computation
6 --- Avenues for the Use of Cellular Automata In Image Processing
6 --- Parameterized Cellular Automata in Image Segmentation
6 --- Network Topologies for Cellular Automata Computation
6 --- Exploring Various Neighborhoods in Cellular Automata for Image Segmentation
6 --- Investigation of Cellular Automata Neighbourhoods in Image Segmentation
6 --- Cell state change dynamics in cellular automata
6 --- Evolving Cellular Automata for Two stage Edge Detection
6 --- Interval{state cellular automata and their applications to image segmentation
6 --- Collaborative evolutionary search for density classification in cellular automata,
6 --- New Majority Rule and Network Topology for Cellular Automata
6 --- Dynamics of Networks Evolved for Cellular Automata Computation,
6 --- Particle Swarm Optimization of Cellular Automata Rules for Edge Detection
6 --- Collaborative search operators for evolutionary approaches to density classification in cellular automata
6 --- Enhancing the Computational Mechanics of Cellular Automata,
6 --- Towards the Efficient Evolution of Particle-Based Computation in Cellular Automata,
6 --- Cellular Automata Rule Detection using Circular Asynchronous Evolutionary Search,
6 --- Evolved Cellular Automata for Grey Images
6 --- Evolved Cellular Automata for Edge Detection in Binary Images
6 --- Using a Hybrid Cellular Automata Topology and Neighborhood in Rule Discovery,
6 --- Evolved cellular automata for edge detection
6 --- The Use of Simple Cellular Automata in Image Processing
6 --- Cellular Computing using Cellular Neural Networks – a survive
7 --- Improving Systems Design Using a Clustering Approach
7 --- Preliminary Measurements in Identifying Design Flaws. Studia Universitatis Babeș-Bolyai Informatica
7 --- Unsupervised transformation of procedural programs to object-oriented design
7 --- A Search Based Approach for Identifying Design Patterns
7 --- On Evaluating Software Systems Design
7 --- An Analysis of Distance Metrics for Clustering based Improvement of Systems Design
7 --- R. Lupsa. Issues in Collections Framework Design. Studia Universitatis "Babes-Bolyai"
7 --- Software Systems Design Improvement Using Hierarchical Clustering
7 --- mMVC - an Architecture Design Pattern for Mobile Applications
7 --- A New Clustering Approach for Systems Designs Improvement
7 --- Preliminary measurements in identifying design flaws
7 --- Building an Application Using EJB Design Patterns
7 --- Designing a Component-Based Machine using Multi Expression Programming
7 --- Designing a Task Analysis Tool using JHotDraw and Design Patterns
7 --- Testing and Validation of a Distributed Design Tool using Protocol Analysis,
7 --- An agent-based approach to knowledge management in distributed design,
7 --- The Use of Ontologies for Defining Collaborative Design Processes,
7 --- Development of Engineering Design Methodologies and Software Tools to Support the Creative Process of Design in a Distributed Environment,
7 --- A Multi-Agent Architecture for Distributed Design,
7 --- Semantic Tools for Knowledge Management in Distributed Engineering Design,
7 --- An Ontological and Agent Based approach to Knowledge Management within a Distributed Design Environment,
7 --- Development of a Multi-Agent Information Management System,
7 --- A Multi-Agent Approach to Distributed Collaboration,
7 --- A Multi-Agent Knowledge Management Architecture,
7 --- A multi-agent system for design information management anal support,
7 --- An agent-based approach to knowledge management in distributed design
7 --- Impact on Design Quality of Refactorings on Code via Metrics
7 --- Multi-Agent Distributed Computing,
7 --- Multi-Agent Cooperative Design Support in Distributed Environments.
7 --- Multi-Agent Systems for Distributed Collaborative Design,
7 --- Hierarchical clustering based design patterns Identification
7 --- Using Software Metrics for Automatic Software Design Improvement
7 --- Creational and structural Design Patterns Used in Data Structures Implementation http://www.cs.ubbcluj.ro/~vniculescu/didactic/SD_DID/
7 --- Identifying Design Patterns in Object-Oriented Software Systems Using Unsupervised Learning
7 --- Design and implementation of an MPLS based load balancing architecture for Web switching
7 --- A Hierarchical Clustering Algorithm for Software Design Improvement
8 --- FAOS – A framework for analysing object oriented software systems
8 --- Using Fuzzy Clustering for Advanced OODB Horizontal Fragmentation with Fine-Grained Replication.
8 --- A fuzzy incremental clustering approach to hybrid data discovery
8 --- Clustering based automatic refactorings identification
8 --- A fuzzy clustering algorithm for dynamic environments
8 --- A New Component Selection Algorithm Based on Metrics and Fuzzy Clustering
8 --- Identifying Crosscutting Concerns Using Partitional Clustering
8 --- Improving similarity join algorithms using fuzzy clustering technique
8 --- A Comparison Study of Similarity Measures in Rough Sets Clustering
8 --- Medical procedure breaches detection using a fuzzy clustering approach
8 --- On converting software systems to object oriented architectures
8 --- ON SOFTWARE ATTRIBUTES RELATIONSHIP USING A NEW FUZZY C-BIPARTITIONING METHOD
8 --- Refactorings Detection Using Hierarchical Clustering
8 --- Object-Oriented Software Systems Restructuring using Clustering
8 --- A partitional clustering algorithm for improving the structure of object-oriented software systems
8 --- Dynamic clustering of gene expression data using a fuzzy approach
8 --- Dynamic core based clustering of gene expression data
8 --- A Dynamic Approach for Hierarchical Clustering of Gene Expression Data
8 --- Hierarchical Clustering based Automatic Refactorings Detection
8 --- Hierachical Clustering for Software Systems Restructuring
8 --- A Study on clustering based restructuring of Software systems
8 --- Hierarchical Clustering for Adaptive Refactorings Identification
8 --- A clustering approach for transforming procedural into objectoriented software systems
8 --- Adaptive Refactoring Using a Core-Based Clustering Approach
8 --- A Cluster Merging Method for Time Series microarray with production Values
8 --- Shape-Output Gene Clustering for Time Series Microarrays
8 --- A Programming Interface for Determining Refactorings of Object-Oriented Software Systems using Clustering
8 --- Clustering Based Reengineering of Procedural Systems to ObjectOriented Architectures
8 --- Object-Oriented Software Systems Restructuring through Clustering
8 --- Gene clustering for time-series microarray with production outputs
8 --- Clustering methods in data fragmentation
8 --- Hierarchical clustering in large object datasets – a study on complexity, quality and scalability
8 --- The similarity measures and their impact on OODB fragmentation using hierarchical clustering algorithms
8 --- Incremental Horizontal Fragmentation: A new Approach in the Design of Distributed Object Oriented Databases
8 --- A new Clustering Algorithm for Refactorings Determination
8 --- Introducing Open-Closed Principle In Object Oriented Design Via Refactorings
8 --- Adaptive restructuring of object-oriented software systems
8 --- Clustering Based Adaptive Refactoring
8 --- A new fuzzy regression algorithm
8 --- A fuzzy divisive hierarchical clustering algorithm for the optimal choice of sets of solvent systems
8 --- A study of Roman pottery (terra sigillata) using hierarchical fuzzy clustering
8 --- The fuzzy hierarchical cross-clustering algorithm. Improvements and comparative study
8 --- Software quality assessment using a fuzzy clustering approach
8 --- An adaptive fuzzy agent clustering algorithm for search engines
8 --- A study of licence examination results using Fuzzy Clustering techniques
8 --- Hierarchical Clustering for Identifying Crosscutting Concerns in Object Oriented Software Systems
8 --- SAADI: Software for fuzzy clustering and related fields
8 --- A partitional clustering algorithm for crosscutting concerns identification
8 --- An incremental ASM-based fuzzy clustering algorithm
8 --- AI Clustering Techniques: a New Approach to Object Oriented Database Fragmentation
8 --- A Comparative Study of Horizontal Object Clustering-based Fragmentation Techniques
8 --- A context-aware ASM-based clustering algorithm
8 --- Using clustering models for uncovering proteins’ structural similarity
8 --- Hierarchical clustering in object oriented data models with complex class relationships
8 --- Development of robust fuzzy regression techniques using a fuzzy clustering approach
8 --- Advanced Object Database Design Techniques
8 --- AI CLUSTERING TECHNIQUES: A NEW APPROACH IN HORIZONTAL FRAGMENTATION OF CLASSES WITH COMPLEX ATTRIBUTES AND METHODS IN OBJECT ORIENTED DATABASES
8 --- OPTIMAL CLASS FRAGMENTATION ORDERING IN OBJECT ORIENTED DATABASES
8 --- A new approach for optimal fragmentation order in distributed object oriented databases
8 --- Semi-supervised learning techniques: k-means clustering in OODB Fragmentation
8 --- A NEW APPROACH IN FRAGMENTATION OF DISTRIBUTED OBJECT ORIENTED DATABASES USING CLUSTERING TECHNIQUES
8 --- CLUSTERING TECHNIQUES FOR ADAPTIVE HORIZONTAL FRAGMENTATION IN OBJECT ORIENTED DATABASES
8 --- A Comparative Study on the Influence of Similarity Measures in Hierarchical Clustering in Complex Distributed Object-Oriented Databases
8 --- Restructuring Software Systems Using Clustering
9 --- Parallel acceleration of Network Motif detection
9 --- WinNet - a network tool
9 --- Wireless Sensor Network based System for the Prevention of Hospital Acquired Infections
9 --- Scalable QoS routing in MPLS networks using mobile code
9 --- A graph theoretical approach to traffic management in ISP networks using the overlay MPLS network
9 --- Modern routing techniques for future QoS enabled networks
9 --- Fitness Evaluation for Overlapping Community Detection in Complex Networks,
9 --- Active Networks and MPLS integration for better access networks: Framework and Applicability
9 --- Context-based Networks – Scale-free or not?Proceedings of the Symposium Colocviul Academic Clujean de INFORMATICA
9 --- Challenges in today network routing,
9 --- Supporting Multimedia Streaming Applications inside the Network,
9 --- Mining network motif discovery by learning techniques
9 --- An empirical analysis of the correlation between the motifs frequency and the topological properties of complex networks
9 --- Automatic gender recognition for “in the wild” facial images using convolutional neural networks
9 --- Simulating Microcapillary Networks Using Random Graphs,
9 --- Complex networks: How micro and macroscale layers communicate through meso components?
9 --- Complex Dynamics in an Evolutionary Asynchronous Search Model,
9 --- Asynchronous Evolutionary Search: Multi-Population Collaboration and Complex Dynamics,
9 --- Collaborative Evolutionary Algorithms for detecting Overlapping Communities in Complex Networks,
9 --- A proposed architecture for integrating Active Networks and MPLS
9 --- Collaborative Community Detection in Complex Networks,
9 --- Evolutionary Computing in the Study of Complex Systems
9 --- A Game Theoretic Approach to the Community Detection in Social Networks Problem,
9 --- Evolutionary Detection of Community Structures in Complex Networks: a New Fitness Function,
9 --- Intelligent Data Structures Selection using Neural Networks
9 --- Game theory and extremal optimization for community detection in complex dynamic networks
9 --- A novel approach for software defect prediction through hybridizing gradual relational association rules with artificial neural networks
9 --- Evolutionary Coalition Formation in Complex Networks
9 --- Evolutionary community detection in complex and dynamic networks
9 --- Evolutionary coalition formation in full connected and scale free networks
9 --- A parallel evolutionary approach to community detection in complex networks
9 --- Bandwidth Management in MPLS Networks
9 --- Study of connection between articulation points and network motifs in complex networks
9 --- Evolutionary Community Structure Detection
In [34]:
### GENSIM
In [35]:
from gensim.models import word2vec
from gensim.test.utils import common_texts, get_tmpfile
In [36]:
tokenized_sentences = [[j.lower() for j in st.split() if j not in stopwords.words('english')] for st in corpus]
In [37]:
model = word2vec.Word2Vec(tokenized_sentences, min_count=1)
In [38]:
model.save("word2vec.model")
In [39]:
#model = word2vec.load("word2vec.model")
In [40]:
model
Out[40]:
<gensim.models.word2vec.Word2Vec at 0x198facd2e48>
In [41]:
model.wv["study"]
Out[41]:
array([ 2.4436808e-03, -2.3402767e-04, 4.0104878e-04, 1.9586203e-03,
5.8832369e-03, 4.2701843e-03, -2.4582976e-05, 4.7052684e-03,
4.0138471e-03, 4.8288074e-03, 6.6282339e-03, -2.7658997e-04,
2.4438009e-03, -1.1285087e-03, -2.9920698e-03, 3.2772357e-03,
3.8351316e-03, -2.3915702e-03, -9.6311205e-04, 4.1611479e-03,
-3.1654839e-03, -5.2156899e-04, -1.5804983e-03, 1.9944760e-03,
8.2192232e-04, -4.8721017e-04, 2.4480289e-03, -3.0637928e-03,
-2.9276015e-04, 2.2314154e-04, -4.4603916e-03, -1.3307402e-03,
-4.2691370e-03, 5.5397552e-04, -4.0871338e-03, 5.3483102e-04,
-4.3700919e-03, -4.7939247e-03, -3.6563028e-03, 2.9817317e-03,
2.5224898e-03, -6.3632516e-04, -2.0677140e-03, -3.2101762e-03,
-1.2815159e-03, -1.2358064e-03, -7.1167032e-04, 6.0799955e-03,
4.4233543e-03, 5.3203064e-03, 2.4080509e-03, -2.3232882e-03,
-9.6761069e-04, 1.6672036e-03, -4.8521234e-04, 1.9328968e-03,
-1.3014616e-03, 7.3435460e-04, -4.3349578e-03, 2.8754615e-03,
-3.2473742e-03, -5.3525218e-03, 3.0359426e-03, -3.2931159e-03,
-5.9662042e-03, -2.5277915e-03, -3.1849784e-03, 1.4971549e-03,
-5.2517951e-03, -3.3624202e-03, -2.3904617e-03, -1.2168887e-03,
-4.1845879e-03, -1.0614535e-03, 5.4135453e-04, 5.8720927e-03,
-1.8234289e-03, 3.3992694e-03, -5.6251511e-03, -2.4612790e-03,
3.3039220e-03, 8.6334691e-04, -1.2881580e-03, -3.5487028e-04,
3.7084012e-03, 4.6453327e-03, 4.9128332e-03, -2.0958760e-03,
4.2007444e-03, -7.4698990e-05, -2.7785061e-03, 3.7750565e-03,
-4.2078574e-04, -2.2695264e-04, -9.9617860e-04, 1.9797839e-03,
-5.6436914e-03, -2.8360374e-03, 3.3549375e-03, -1.5829700e-03],
dtype=float32)
In [42]:
words = list(model.wv.vocab)
In [43]:
print(words)
['a', 'comparative', 'study', 'software', 'architectures', 'mobile', 'applications', 'the', 'use', 'simple', 'cellular', 'automata', 'image', 'processing', 'support', 'vector', 'machine', 'boosting', 'based', 'multiclass', 'classification', 'traffic', 'scene', 'obstacles', 'obstacle', 'recognition', 'adapting', 'hog', 'descriptor', 'learning', 'layers', 'descriptors', 'fusion', 'genetic', 'programming', 'breast', 'cancer', 'detection', 'multi-objective', 'using', 'multi-expression', 'pedestrian', 'kernel', 'improving', 'performance', 'genetically', 'optimisation', 'shape', 'hyper-parameters', 'how', 'kernels', 'can', 'influence', 'alignment', 'custom', 'standards', 'algorithms', 'model', 'concept', 'definition', 'evolutionary', 'design', 'linear', 'representation', '–', 'survey', 'an', 'autonomous', 'gp-based', 'system', 'regression', 'problems', 'what', 'else', 'evolution', 'pso', 'telling', 'us?', 'coalition', 'formation', 'full', 'connected', 'scale', 'free', 'networks', 'functions', 'svms', 'evolving', 'update', 'strategy', 'particle', 'swarm', 'complex', 'ising', 'component-based', 'p-systems', 'structure', 'optimization', 'crossover', 'operators', 'function', 'automata-based', 'component', 'composition', 'analysis', 'far', 'from', 'equilibrium', 'computation', 'components', 'execution', 'order', 'networks:', 'micro', 'macroscale', 'communicate', 'meso', 'components?', 'stochastic', 'remote', 'neighborhoods', 'control', 'growcut’s', 'segmentation', 'semantics', 'hybrid', 'features', 'twitter', 'sentiment', 'initial', 'validation', 'automatic', 'algorithm', 'whole', 'heart', 'cardiac', 'mri', 'images', 'atrial', 'volume', 'determination', 'extended', 'region', 'growing', 'artificial', 'intelligence', 'meets', 'engineering', 'classroom', 'evolved', 'edge', 'binary', 'feature', 'extraction’s', 'methods', 'facial', 'expression', 'recognitio', 'grey', 'rules', 'competitive', 'unsupervised', 'growcut', 'empirical', 'correlation', 'motifs', 'frequency', 'topological', 'properties', 'mining', 'network', 'motif', 'discovery', 'techniques', 'mvc', 'view', 'controller', 'ios', 'development', 'connection', 'articulation', 'points', 'parallel', 'acceleration', 'four-phase', 'meta-heuristic', 'solving', 'large', 'instances', 'shift', 'minimization', 'personnel', 'task', 'scheduling', 'problem', 'fully', '3d', 'medical', 'grow', 'cut', 'two', 'stage', 'dynamic', 'requirement', 'dependencies–based', 'formal', 'approach', 'test', 'case', 'prioritization', 'testing', 'topology', 'avenues', 'in', 'interval{state', 'parameterized', 'clustering', 'approaches', 'scenes', 'exploring', 'various', 'investigation', 'neighbourhoods', 'modality', 'selection', 'kernel-based', 'multi-modality', 'ontology', 'svm', 'context-based', 'scale-free', 'not?proceedings', 'symposium', 'colocviul', 'academic', 'clujean', 'de', 'informatica', 'apport', 'des', 'traitements', 'morpho-syntaxiques', 'pour', 'l’alignement', 'définitions', 'par', 'une', 'approche', 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'conference,', 'acivs', '2018,', 'poitiers,', 'france,', 'september', '24–27,', 'micro-expressions', 'micro-motions', 'dense', 'optical', 'flows', 'skin', 'tone', 'visagism', 'high-speed', 'video', 'micro-expression', 'supplementary', 'database', 'reallocation', 'gender', '“in', 'wild”', 'convolutional', 'databases', 'eye', 'multi-stage', 'filter', 'real-time', 'magnetic', 'stimulation', 'spinal', 'cord:', 'appropriate', 'stimulator', 'eyeglasses', 'contour', 'lens', 'description', 'experimental', 'fragmentation', 'computer', 'vision', 'aided', 'morphological', 'optics', 'counting', 'coils', 'peripheral', 'nerves', 'datasets', 'complexity,', 'scalability', 'electromagnetic', 'fields:', 'nerve', 'fibers', 'inside', 'cylindrical', 'tissue', 'devices', 'synchronization', 'services', 'e-recruitment', 'impact', 'oodb', 'implementing', 'maximum', 'subsequence', 'hardware', 'agents-based', 'horizontal', 'fragmentation:', 'kadane’s', '"the', 'school', 'your', 'pocket":', 'useful', 'poeketpc', 'fine-grained', 'macroflow', 'granularity', 'congestion', 'replication.', 'fpga-based', 'smith-waterman', 'semi-supervised', 'k-means', 'ai', 'classes', 'with', 'allocation', 'performed', 'hardware/software', 'codesign', 'purpose', 'reconfigurable', 'technologies', 'suites', 'generation', 'multi-tiered', 'client-server', 'relationships', 'transcranial', '(tms)', 'recruitment', 'clustering-based', 'users', 'affective', 'context', 'multimedia', 'm-learning', 'phones', 'aware', 'home,', 'icost’09,', 'lncs,', 'vol.', '5597', 'smart', 'house', 'realtime', 'valence', 'spontaneous', 'expressions', 'museum', 'guide', 'real-life', 'multifaceted', 'deterministic', 'defined', 'unified', 'groupware', 'refinements', 'teams', 'training', 'preferences', 'changes', 'aplicaţii', 'terminale', 'mood', 'phone', 'speakeasy-a', 'anxiety', 'speech', 'situations', 'adaptation', 'mechanism', 'service-context', 'ubiquitous', 'secondary', 'deduction', 'terra', 'incognita', '4-the', 'adventure:', 'collaborative,', 'affective-aware,', 'sms', 'web-based', 'distribution', 'affinity', 'platform:', 'independent', 'personalised', 'senzitive', 'personalizate', 'afectiv', 'mmvc', 'tele-diagnosis', 'alternative', 'tele-education', 'elemente', 'practice', 'bază', 'c', 'type', 'l’auto-adaptation', 'mobiles', 'senzitivitate', 'autonoma', 'starea', 'domeniile', 'aplicatiilor', 'adaptarii', 'autonome', 'gestion', 'travail', 'intellectuel-formation', 'en', 'informatique', 'multi-way', 'divide', 'conquer', 'plists,', 'dataset', 'query', 'suggestion', 'retrieval,', 'mpi', 'scaling', 'up', 'powerlist', 'programs,', 'driven', 'click', 'bait', 'reporting,', 'experience', 'pdc', 'topics', 'university’s', 'cs', 'courses,', 'visualizing', 'scrappiness', 'level', 'website,', 'high', 'powerlists,', 'center,', 'regarding', 'inter', 'domain', 'linked', 'consequent', 'bounce', 'rate,', 'server-side', 'client', 'transparent', 'migration,', 'engines,', 'analyzing', 'queries', 'macroflows', 'delimitation', 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'languages', '(europlop', 'julien', 'tesson.', 'powerlists', 'bulk', 'ml.', '16th', 'symbolic', 'numeric', 'scientific', '(synasc2014)', 'simon', 'robillard.', 'coq:', 'reasoning.', 'networking', '(candar', '2013)', 'matsuyama', 'refinement', 'bsp', 'cost', '10th', '(ispdc)', 'decoupling', 'implementations', 'guran.', 'bounded', 'parallelism', 'parlist', 'theories', 'recursive', 'polynomial', 'interpolation', 'hermite', 'specifications', 'g.s.', 'moldovan.', 'patterns.', 'internationalsymposium', 'oolaca:', 'frentiu.', 'correct', 'derivation', 'set-distribution', 'workshop', 'pedagogies', 'concepts', 'constructions', 'construction', 'lagrange', 'specification', 'numerical', 'd.', 'plist-based', 'programming.', 'communications', 'niculescu', 'big', 'medicine', 'f.', 'powerlist-based', 'divide-and-conquer', 'supercomputing.', '76', 'r.lupsa.', 'collections', 'combinations', 'features.', 'acta', 'universitatis', 'apulensis', 'issn:', '1582-5329', 'no.', '42', '(2015)', 'structures.', '34', '(2013)', 'reliability', 'science', 'technology', '(romjist)', 'lupsa.', 'design.', 'studia', '"babes-bolyai"', 'niculescu.building', 'highly', 'storage', 'independence', 'implementation.', 'generics', 'cost-efficient', 'set-distributions', 'data-distributions', 'theory.', 'lecture', '4711:', 'uniform', 'lists', 'non-recursive', 'g.', 's.', 'unbounded', 'bmf.', 'rank', 'sorting', 'proposal', 'fourier', 'multidimensional', 'niculescu.some', 'nondeterministic', 'distributions', '.comparing', 'c#', 'extension', 'mixdecorator', 'degree', 'abstractness.', '"zilele', 'academiceclujene"', '(issn', '2066-5768)', 'space', 'frameworks', 'academice', 'clujene"', 'issn', 'priority', 'queues', 'power', 'choosing', 'templates', 'polymorphic', 'types.', 'case-study:', 'matrices', 'multiplication', 'czibula.fundamental', 'algorithms.', 'perspective.', 'casa', 'cărţii', 'stiinţă', 'cluj-napoca', 'press', '[and', 'many', 'authors].', 'introduction', '2020.', 'engineering.', '5-6', 'network-based', 'processing.', 'february', '13-15', '12-13', '23th', 'euro-par', 'economics', 'grids', '-16th', 'safety', 'disaster', 'high-level', 'paris', 'fradecop-(2)', '2012', '--', 'second', '(parallel)', 'data-parallel', '4th', 'colloquium', 'approximation', '2005', '2004', '2002', 'annual', 'acm', 'sigplan', 'ecoop', '2003', '8th', 'pdpta', '2001', 'budapest', 'fifth', 'joint', 'third', 'zilele', 'clujene', 'conferinţă', 'naţională', 'didactica', 'matematicii', 'creational', 'http://www.cs.ubbcluj.ro/~vniculescu/didactic/sd_did/', 'sesiunea', 'comunicări', 'ştiinţifice', 'facultăţii', 'matematică', 'şi', 'informatică', 'iaşi', 'april', '1994.an', 'geometrical', 'e-infrastructure', 'society', 'it', 'cloud-ready', 'tomorrow', 'multilevel', 'multiobjective', 'dependencies-based', 'book', 'series:', 'volume:', '9648', 'pages:', '463-474', 'published:', '2016', 'assess', 'metrics-based', 'invited', 'evolvable', 'restraint', '7th', '(synasc\x9205)', 'gpu', 'support:', 'art', 'a..', 'selection.', 'babeș-bolyai', 'flaws.', 'bio-inspired', 'checking', 'undergraduates', 'biobjective', 'seria', 'informatica:', '6th', 'based-model', 'np-hard', 'comodi:', 'guidelines']
In [44]:
X = model[model.wv.vocab]
c:\users\tbodi\appdata\local\programs\python\python37\lib\site-packages\ipykernel_launcher.py:1: DeprecationWarning: Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).
"""Entry point for launching an IPython kernel.
In [45]:
df = pd.DataFrame(df)
In [46]:
df.shape
Out[46]:
(846, 1503)
In [47]:
df.head()
Out[47]:
'inteligenta
09
1
10
10th
11th
12-13
120-131
125-128
13-15
...
évolut
în
şi
ştiinţific
β-x
–
’
“
”
…
0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
1
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
2
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
3
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
4
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
5 rows × 1503 columns
In [48]:
import numpy as np
In [49]:
import io
out_v = io.open('vecs.tsv', 'w', encoding='utf-8')
out_m = io.open('meta.tsv', 'w', encoding='utf-8')
for word in model.wv.vocab:
out_m.write(word + "\n")
out_v.write('\t'.join([str(x) for x in model[word]]) + "\n")
out_v.close()
out_m.close()
c:\users\tbodi\appdata\local\programs\python\python37\lib\site-packages\ipykernel_launcher.py:6: DeprecationWarning: Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).
Content source: p0licat/university
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