Class information for:
Level 2: FUZZY CLUSTERING//FUZZY C MEANS//CLUSTERING

Basic class information
Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes
The table includes all classes above and classes immediately below the current class.


Cluster id Level Cluster label #P
12 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 1181119
148 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON NEURAL NETWORKS//ROUGH SETS 65230
2457 2             FUZZY CLUSTERING//FUZZY C MEANS//CLUSTERING 4254
3704 1                   CLUSTERING//CLUSTER ENSEMBLE//CLUSTERING ENSEMBLE 1961
7216 1                   FUZZY CLUSTERING//FUZZY C MEANS//CLUSTER VALIDITY 1419
15953 1                   TIME SERIES CLASSIFICATION//TIME SERIES DATABASES//SUBSEQUENCE MATCHING 709
31556 1                   HARMONY LEARNING//ARTIFICIAL NEURAL NETWORKS//BAYESIAN YING YANG BYY HARMONY LEARNING 165

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 FUZZY CLUSTERING authKW 872578 9% 31% 380
2 FUZZY C MEANS authKW 508091 5% 34% 199
3 CLUSTERING authKW 490126 18% 9% 773
4 CLUSTER VALIDITY authKW 333323 2% 63% 71
5 K MEANS authKW 250433 4% 21% 163
6 CLUSTER ENSEMBLE authKW 243761 1% 69% 48
7 TIME SERIES CLASSIFICATION authKW 240778 1% 64% 51
8 DATA CLUSTERING authKW 221187 2% 28% 106
9 CLUSTER VALIDITY INDEX authKW 220582 1% 68% 44
10 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE WoSSC 205684 57% 1% 2445

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 205684 57% 1% 2445
2 Computer Science, Information Systems 22133 19% 0% 818
3 Computer Science, Theory & Methods 9300 13% 0% 567
4 Engineering, Electrical & Electronic 6914 25% 0% 1076
5 Computer Science, Interdisciplinary Applications 3329 8% 0% 346
6 Statistics & Probability 2437 6% 0% 269
7 Operations Research & Management Science 2011 5% 0% 228
8 Computer Science, Software Engineering 1435 5% 0% 200
9 Computer Science, Cybernetics 1429 2% 0% 77
10 Automation & Control Systems 987 4% 0% 152

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MACHINE INTELLIGENCE UNIT 65220 1% 14% 63
2 ARTIFICIAL NEURAL NETWORKS 47161 0% 58% 11
3 VNU UNIV SCI 25776 0% 19% 18
4 INTELLIGENT INFORMAT SYST 21562 0% 22% 13
5 COMP SCI ENGN 21216 8% 1% 335
6 COMPUTAT INTELLIGENCE CHINESE INFORMAT 20136 0% 15% 18
7 COMP SCI 17031 15% 0% 618
8 DIPARTIMENTO PSICHIATRIA NEUROPSICHIATRIA INFANTI 14814 0% 100% 2
9 GRP HOSPITALITY TOURISM MOBIL 14814 0% 100% 2
10 GRP MODELING OPTIMIZAT STAT INFERENCE MODES 14814 0% 100% 2

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 PATTERN RECOGNITION 70320 6% 4% 259
2 DATA MINING AND KNOWLEDGE DISCOVERY 54121 2% 11% 67
3 PATTERN RECOGNITION LETTERS 44884 4% 3% 190
4 IEEE TRANSACTIONS ON FUZZY SYSTEMS 39154 2% 5% 103
5 KNOWLEDGE AND INFORMATION SYSTEMS 35947 2% 7% 74
6 INTELLIGENT DATA ANALYSIS 26328 1% 7% 48
7 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 19826 2% 3% 92
8 APPLIED SOFT COMPUTING 17374 2% 2% 98
9 INFORMATION SCIENCES 16483 3% 2% 133
10 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 14605 4% 1% 182

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 FUZZY CLUSTERING 872578 9% 31% 380 Search FUZZY+CLUSTERING Search FUZZY+CLUSTERING
2 FUZZY C MEANS 508091 5% 34% 199 Search FUZZY+C+MEANS Search FUZZY+C+MEANS
3 CLUSTERING 490126 18% 9% 773 Search CLUSTERING Search CLUSTERING
4 CLUSTER VALIDITY 333323 2% 63% 71 Search CLUSTER+VALIDITY Search CLUSTER+VALIDITY
5 K MEANS 250433 4% 21% 163 Search K+MEANS Search K+MEANS
6 CLUSTER ENSEMBLE 243761 1% 69% 48 Search CLUSTER+ENSEMBLE Search CLUSTER+ENSEMBLE
7 TIME SERIES CLASSIFICATION 240778 1% 64% 51 Search TIME+SERIES+CLASSIFICATION Search TIME+SERIES+CLASSIFICATION
8 DATA CLUSTERING 221187 2% 28% 106 Search DATA+CLUSTERING Search DATA+CLUSTERING
9 CLUSTER VALIDITY INDEX 220582 1% 68% 44 Search CLUSTER+VALIDITY+INDEX Search CLUSTER+VALIDITY+INDEX
10 CLUSTERING ENSEMBLE 189603 1% 80% 32 Search CLUSTERING+ENSEMBLE Search CLUSTERING+ENSEMBLE

Core articles
The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.

Classes with closest relation at Level 2


rank cluster_id2 link
1 3726 JOURNAL OF CLASSIFICATION//PSYCHOMETRIKA//HIERARCHICAL CLASSES
2 1464 DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//MARKOV CHAIN MONTE CARLO
3 464 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//SUPPORT VECTOR MACHINE
4 1215 ROUGH SETS//DATA MINING//ASSOCIATION RULES
5 1246 FALSE DISCOVERY RATE//GENE SELECTION//TOXICOGENOMICS
6 1403 IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION//DIFFERENTIAL EVOLUTION//MULTI OBJECTIVE OPTIMIZATION
7 872 IMAGE SEGMENTATION//ACTIVE CONTOURS//MEDICAL IMAGE ANALYSIS
8 437 FUZZY SETS AND SYSTEMS//AGGREGATION OPERATOR//IEEE TRANSACTIONS ON FUZZY SYSTEMS
9 355 RECOMMENDER SYSTEMS//COLLABORATIVE FILTERING//INFORMATION PROCESSING & MANAGEMENT
10 472 IEEE TRANSACTIONS ON NEURAL NETWORKS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//EXTREME LEARNING MACHINE

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