Class information for:
Level 1: FUZZY CLUSTERING//CLUSTERING//CLUSTER VALIDITY

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
1464 2647 30.8 43%


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
9 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//COMPUTER SCIENCE, INFORMATION SYSTEMS 1247339
211 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON NEURAL NETWORKS//DATA MINING 51632
235 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING 20237
1464 1                   FUZZY CLUSTERING//CLUSTERING//CLUSTER VALIDITY 2647

Terms with highest relevance score


rank Term termType Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 FUZZY CLUSTERING authKW 879511 11% 26% 298
2 CLUSTERING authKW 552883 24% 8% 637
3 CLUSTER VALIDITY authKW 456694 2% 60% 66
4 CLUSTER ENSEMBLE authKW 343508 2% 68% 44
5 K MEANS authKW 328729 5% 20% 142
6 DATA CLUSTERING authKW 284885 4% 27% 93
7 CLUSTER VALIDITY INDEX authKW 282926 1% 63% 39
8 FUZZY C MEANS authKW 270258 4% 21% 112
9 CLUSTERING ENSEMBLE authKW 248706 1% 74% 29
10 PARTITIONAL CLUSTERING authKW 233550 1% 75% 27

Web of Science journal categories


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with term
in class
1 Computer Science, Artificial Intelligence 147803 61% 1% 1623
2 Computer Science, Information Systems 11016 17% 0% 453
3 Computer Science, Theory & Methods 5830 13% 0% 355
4 Engineering, Electrical & Electronic 4841 27% 0% 702
5 Computer Science, Interdisciplinary Applications 2236 8% 0% 222
6 Operations Research & Management Science 1859 6% 0% 170
7 Statistics & Probability 1824 7% 0% 182
8 Computer Science, Cybernetics 1116 2% 0% 53
9 Computer Science, Software Engineering 528 4% 0% 99
10 Mathematics, Applied 495 7% 0% 178

Address terms


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 MACHINE INTELLIGENCE UNIT 53612 2% 10% 45
2 VNU UNIV SCI 30436 0% 20% 13
3 DIPARTIMENTO PSICHIATRIA NEUROPSICHIATRIA INFANTI 23068 0% 100% 2
4 INT DIGITAL HLTH 23068 0% 100% 2
5 JAIN 23068 0% 100% 2
6 NEUVAS TECNOL 23068 0% 100% 2
7 COMPUTAT INTELLIGENCE CHINESE INFORMAT 20342 1% 13% 14
8 INFORMAT IMAGERIE IND 18450 0% 40% 4
9 E BUSINESS TECHNOL 17952 0% 17% 9
10 DATA ANAL MACHINE INTELLIGENCE 17298 0% 50% 3

Journals


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 PATTERN RECOGNITION 81453 8% 3% 220
2 IEEE TRANSACTIONS ON FUZZY SYSTEMS 52930 4% 5% 94
3 PATTERN RECOGNITION LETTERS 45451 6% 3% 151
4 INTELLIGENT DATA ANALYSIS 24437 1% 6% 36
5 KNOWLEDGE AND INFORMATION SYSTEMS 21122 2% 4% 44
6 DATA MINING AND KNOWLEDGE DISCOVERY 16612 1% 5% 29
7 INFORMATION SCIENCES 13540 4% 1% 95
8 FUZZY SETS AND SYSTEMS 12875 3% 1% 90
9 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 11943 2% 2% 56
10 SOFT COMPUTING 11214 2% 2% 46

Author Key Words


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class		 LCSH search Wikipedia search
1 FUZZY CLUSTERING 879511 11% 26% 298 Search FUZZY+CLUSTERING Search FUZZY+CLUSTERING
2 CLUSTERING 552883 24% 8% 637 Search CLUSTERING Search CLUSTERING
3 CLUSTER VALIDITY 456694 2% 60% 66 Search CLUSTER+VALIDITY Search CLUSTER+VALIDITY
4 CLUSTER ENSEMBLE 343508 2% 68% 44 Search CLUSTER+ENSEMBLE Search CLUSTER+ENSEMBLE
5 K MEANS 328729 5% 20% 142 Search K+MEANS Search K+MEANS
6 DATA CLUSTERING 284885 4% 27% 93 Search DATA+CLUSTERING Search DATA+CLUSTERING
7 CLUSTER VALIDITY INDEX 282926 1% 63% 39 Search CLUSTER+VALIDITY+INDEX Search CLUSTER+VALIDITY+INDEX
8 FUZZY C MEANS 270258 4% 21% 112 Search FUZZY+C+MEANS Search FUZZY+C+MEANS
9 CLUSTERING ENSEMBLE 248706 1% 74% 29 Search CLUSTERING+ENSEMBLE Search CLUSTERING+ENSEMBLE
10 PARTITIONAL CLUSTERING 233550 1% 75% 27 Search PARTITIONAL+CLUSTERING Search PARTITIONAL+CLUSTERING

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.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 NANDA, SJ , PANDA, G , (2014) A SURVEY ON NATURE INSPIRED METAHEURISTIC ALGORITHMS FOR PARTITIONAL CLUSTERING.SWARM AND EVOLUTIONARY COMPUTATION. VOL. 16. ISSUE . P. 1 -18 97 49% 33
2 HANCER, E , KARABOGA, D , (2017) A COMPREHENSIVE SURVEY OF TRADITIONAL, MERGE-SPLIT AND EVOLUTIONARY APPROACHES PROPOSED FOR DETERMINATION OF CLUSTER NUMBER.SWARM AND EVOLUTIONARY COMPUTATION. VOL. 32. ISSUE . P. 49 -67 79 69% 0
3 JOSE-GARCIA, A , GOMEZ-FLORES, W , (2016) AUTOMATIC CLUSTERING USING NATURE-INSPIRED METAHEURISTICS: A SURVEY.APPLIED SOFT COMPUTING. VOL. 41. ISSUE . P. 192 -213 65 64% 2
4 DENG, ZH , CHOI, KS , JIANG, YZ , WANG, J , WANG, ST , (2016) A SURVEY ON SOFT SUBSPACE CLUSTERING.INFORMATION SCIENCES. VOL. 348. ISSUE . P. 84 -106 41 82% 4
5 XIAO, Y , YU, J , (2012) PARTITIVE CLUSTERING (K-MEANS FAMILY).WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY. VOL. 2. ISSUE 3. P. 209 -225 48 76% 6
6 XU, R , WUNSCH, D , (2005) SURVEY OF CLUSTERING ALGORITHMS.IEEE TRANSACTIONS ON NEURAL NETWORKS. VOL. 16. ISSUE 3. P. 645 -678 49 31% 1522
7 ABADPOUR, A , (2015) A SEQUENTIAL BAYESIAN ALTERNATIVE TO THE CLASSICAL PARALLEL FUZZY CLUSTERING MODEL.INFORMATION SCIENCES. VOL. 318. ISSUE . P. 28 -47 41 72% 0
8 ZHOU, KL , YANG, SL , (2016) EXPLORING THE UNIFORM EFFECT OF FCM CLUSTERING: A DATA DISTRIBUTION PERSPECTIVE.KNOWLEDGE-BASED SYSTEMS. VOL. 96. ISSUE . P. 76 -83 31 79% 2
9 ABADPOUR, A , (2016) REDERIVATION OF THE FUZZY-POSSIBILISTIC CLUSTERING OBJECTIVE FUNCTION THROUGH BAYESIAN INFERENCE.FUZZY SETS AND SYSTEMS. VOL. 305. ISSUE . P. 29 -53 39 72% 0
10 INKAYA, T , KAYALIGIL, S , OZDEMIREL, NE , (2015) ANT COLONY OPTIMIZATION BASED CLUSTERING METHODOLOGY.APPLIED SOFT COMPUTING. VOL. 28. ISSUE . P. 301 -311 31 74% 13

Classes with closest relation at Level 1


Rank Class id link
1 35798 AFFINITY PROPAGATION//VERY LARGE DATA SETS VLDS//BILINGUAL GRAPH
2 25369 SYMBOLIC DATA ANALYSIS//INTERVAL VALUED DATA//SYMBOLIC DATA
3 35648 DISTRIBUTED DENSITY ESTIMATION//IDU GRP//P2P DATA MINING
4 7323 BICLUSTERING//GENE EXPRESSION DATA//GENE EXPRESSION DATA ANALYSIS
5 12190 JOURNAL OF CLASSIFICATION//HIERARCHICAL CLASSES//PSYCHOMETRIKA
6 27256 COLOR QUANTIZATION//COLOR IMAGE QUANTIZATION//COLOUR QUANTISATION
7 33174 CATEGORIZATION PROCEDURE//NEWS CLUSTERING//PERSONALIZING THE WEB
8 19536 CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION
9 14382 ONE CLASS CLASSIFICATION//NOVELTY DETECTION//OUTLIER DETECTION
10 30128 SPATIAL ASSOCIATION RULES//SPATIAL DATA MINING//SPATIAL CO LOCATION PATTERNS

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