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

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
1595 2498 29.8 41%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
2650 2983 FUZZY CLUSTERING//CLUSTER VALIDITY//SUBSPACE CLUSTERING

Terms with highest relevance score


Rank Term Type of term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 FUZZY CLUSTERING Author keyword 39 14% 11% 267
2 CLUSTER VALIDITY Author keyword 30 38% 3% 64
3 SUBSPACE CLUSTERING Author keyword 21 35% 2% 50
4 CLUSTER VALIDITY INDEX Author keyword 21 45% 1% 35
5 K MEANS Author keyword 15 10% 6% 140
6 PARTITIONAL CLUSTERING Author keyword 15 46% 1% 24
7 CLUSTER VALIDATION Author keyword 15 36% 1% 33
8 K MODES ALGORITHM Author keyword 15 88% 0% 7
9 FUZZY C MEANS Author keyword 11 11% 4% 97
10 DATA CLUSTERING Author keyword 11 14% 3% 71

Web of Science journal categories

Author Key Words


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class		 LCSH search Wikipedia search
1 FUZZY CLUSTERING 39 14% 11% 267 Search FUZZY+CLUSTERING Search FUZZY+CLUSTERING
2 CLUSTER VALIDITY 30 38% 3% 64 Search CLUSTER+VALIDITY Search CLUSTER+VALIDITY
3 SUBSPACE CLUSTERING 21 35% 2% 50 Search SUBSPACE+CLUSTERING Search SUBSPACE+CLUSTERING
4 CLUSTER VALIDITY INDEX 21 45% 1% 35 Search CLUSTER+VALIDITY+INDEX Search CLUSTER+VALIDITY+INDEX
5 K MEANS 15 10% 6% 140 Search K+MEANS Search K+MEANS
6 PARTITIONAL CLUSTERING 15 46% 1% 24 Search PARTITIONAL+CLUSTERING Search PARTITIONAL+CLUSTERING
7 CLUSTER VALIDATION 15 36% 1% 33 Search CLUSTER+VALIDATION Search CLUSTER+VALIDATION
8 K MODES ALGORITHM 15 88% 0% 7 Search K+MODES+ALGORITHM Search K+MODES+ALGORITHM
9 FUZZY C MEANS 11 11% 4% 97 Search FUZZY+C+MEANS Search FUZZY+C+MEANS
10 DATA CLUSTERING 11 14% 3% 71 Search DATA+CLUSTERING Search DATA+CLUSTERING

Key Words Plus


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 K MEANS ALGORITHM 63 48% 4% 98
2 C MEANS 21 26% 3% 72
3 VALIDITY INDEX 19 47% 1% 30
4 K MEANS 15 22% 3% 63
5 VALIDITY INDEXES 15 47% 1% 23
6 COLONY APPROACH 15 88% 0% 7
7 ARTIFICIAL TEST CLUSTERS 11 100% 0% 6
8 IMPROVED DIFFERENTIAL EVOLUTION 10 73% 0% 8
9 MOUNTAIN METHOD 10 73% 0% 8
10 LOCAL OPTIMA 10 58% 0% 11

Journals

Reviews


Title Publ. year Cit. Active references % act. ref.
to same field
Survey of clustering algorithms 2005 1045 154 31%
A Survey of Evolutionary Algorithms for Clustering 2009 142 50 66%
A survey on nature inspired metaheuristic algorithms for partitional clustering 2014 7 187 51%
K-means clustering: A half-century synthesis 2006 106 77 60%
A particle swarm optimization approach to clustering 2012 22 12 83%
Data clustering: A review 1999 3124 76 26%
Cluster ensembles 2011 22 12 83%
Density-based clustering 2011 37 8 38%
Subspace clustering 2012 8 26 65%
Clustering: A neural network approach 2010 49 141 33%

Address terms


Rank Address term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 MACHINE INTELLIGENCE UNIT 7 13% 2.0% 51
2 COMPUTAT VIS FUZZY SYST 2 67% 0.1% 2
3 DATA ANAL MACHINE INTELLIGENCE 2 67% 0.1% 2
4 HIGH MANAGEMENT TUNIS 2 67% 0.1% 2
5 INFORMAT IMAGERIE IND 2 40% 0.2% 4
6 KNOWLEDGE PROC LANGUAGE ENGN 2 28% 0.2% 5
7 COMPUTAT INTELLIGENCE CHINESE INFORMAT 2 13% 0.4% 11
8 DATA MIN OPTIMIZAT GRP 1 25% 0.2% 5
9 COMP MED SYST 1 100% 0.1% 2
10 HIGH COMP MULTIMEDIA SFAX 1 100% 0.1% 2

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000193320 PEER TO PEER DATA MINING//EXTREME SCALE COMPUTING//ENCAPSIS
2 0.0000141133 BICLUSTERING//GENE EXPRESSION DATA//GENE EXPRESSION DATA ANALYSIS
3 0.0000096976 PALETTE DESIGN//COLOR QUANTIZATION//COLOR IMAGE QUANTIZATION
4 0.0000088411 HIERARCHICAL CLASSES//JOURNAL OF CLASSIFICATION//COMBINATORIAL DATA ANALYSIS
5 0.0000082214 MODEL BASED CLUSTERING//MIXTURE MODELS//NONPARAMETRIC MIXTURE
6 0.0000078763 FUZZY REGRESSION//SYMBOLIC DATA ANALYSIS//FUZZY LINEAR REGRESSION
7 0.0000078520 SPATIAL DATA TRANSFER STANDARD//SPATIAL QUERY PROCESSING AND DATA MINING//GTUB
8 0.0000071117 BRAIN EXTRACTION//TALAIRACH TRANSFORMATION//SKULL STRIPPING
9 0.0000071040 CITEC EXCELLENCE//METRIC ADAPTATION//CLIN PSYCHOTHER Y
10 0.0000067679 OUTLIER DETECTION//NOVELTY DETECTION//ONE CLASS CLASSIFICATION