Class information for:
Level 1: CLUSTERING//CLUSTER ENSEMBLE//CLUSTERING ENSEMBLE

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

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 CLUSTERING authKW 502236 27% 6% 531
2 CLUSTER ENSEMBLE authKW 464851 2% 64% 45
3 CLUSTERING ENSEMBLE authKW 386069 2% 78% 31
4 K MEANS authKW 367362 7% 17% 134
5 DATA CLUSTERING authKW 346053 5% 24% 90
6 K MEANS ALGORITHM authKW 275575 3% 32% 54
7 SUBSPACE CLUSTERING authKW 256360 3% 31% 51
8 PARTITIONAL CLUSTERING authKW 216036 1% 61% 22
9 SEMI SUPERVISED CLUSTERING authKW 205016 2% 36% 35
10 DENSITY BASED CLUSTERING authKW 200831 2% 36% 35

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 107814 61% 1% 1201
2 Computer Science, Information Systems 14364 23% 0% 445
3 Computer Science, Theory & Methods 3869 13% 0% 249
4 Engineering, Electrical & Electronic 2832 24% 0% 471
5 Operations Research & Management Science 1704 7% 0% 139
6 Computer Science, Interdisciplinary Applications 1653 8% 0% 165
7 Computer Science, Software Engineering 565 4% 0% 86
8 Psychology, Mathematical 509 1% 0% 24
9 Mathematics, Interdisciplinary Applications 392 4% 0% 72
10 Mathematical & Computational Biology 262 2% 0% 48

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MACHINE INTELLIGENCE UNIT 78802 2% 10% 47
2 COMPUTAT INTELLIGENCE CHINESE INFORMAT 43723 1% 15% 18
3 GRP HOSPITALITY TOURISM MOBIL 32140 0% 100% 2
4 INT DIGITAL HLTH 32140 0% 100% 2
5 SPEECH IMAGE PROC UNIT 22312 0% 28% 5
6 HIGH COMP MULTIMEDIA SFAX 21425 0% 67% 2
7 MOBILE INFORMAT ENGN 20710 0% 18% 7
8 DATA ANAL MACHINE INTELLIGENCE 20658 0% 43% 3
9 E BUSINESS TECHNOL 19765 0% 15% 8
10 DATA MIN OPTIMIZAT GRP 18254 0% 23% 5

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 PATTERN RECOGNITION 39651 7% 2% 132
2 KNOWLEDGE AND INFORMATION SYSTEMS 35647 3% 4% 50
3 DATA MINING AND KNOWLEDGE DISCOVERY 28486 2% 5% 33
4 PATTERN RECOGNITION LETTERS 27544 5% 2% 101
5 INTELLIGENT DATA ANALYSIS 23847 2% 5% 31
6 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 17734 3% 2% 59
7 JOURNAL OF CLASSIFICATION 12254 1% 4% 19
8 INFORMATION SCIENCES 11404 4% 1% 75
9 APPLIED SOFT COMPUTING 9047 2% 1% 48
10 KNOWLEDGE-BASED SYSTEMS 8658 2% 1% 40

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 CLUSTERING 502236 27% 6% 531 Search CLUSTERING Search CLUSTERING
2 CLUSTER ENSEMBLE 464851 2% 64% 45 Search CLUSTER+ENSEMBLE Search CLUSTER+ENSEMBLE
3 CLUSTERING ENSEMBLE 386069 2% 78% 31 Search CLUSTERING+ENSEMBLE Search CLUSTERING+ENSEMBLE
4 K MEANS 367362 7% 17% 134 Search K+MEANS Search K+MEANS
5 DATA CLUSTERING 346053 5% 24% 90 Search DATA+CLUSTERING Search DATA+CLUSTERING
6 K MEANS ALGORITHM 275575 3% 32% 54 Search K+MEANS+ALGORITHM Search K+MEANS+ALGORITHM
7 SUBSPACE CLUSTERING 256360 3% 31% 51 Search SUBSPACE+CLUSTERING Search SUBSPACE+CLUSTERING
8 PARTITIONAL CLUSTERING 216036 1% 61% 22 Search PARTITIONAL+CLUSTERING Search PARTITIONAL+CLUSTERING
9 SEMI SUPERVISED CLUSTERING 205016 2% 36% 35 Search SEMI+SUPERVISED+CLUSTERING Search SEMI+SUPERVISED+CLUSTERING
10 DENSITY BASED CLUSTERING 200831 2% 36% 35 Search DENSITY+BASED+CLUSTERING Search DENSITY+BASED+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.

Classes with closest relation at Level 1


rank cluster_id2 link
1 7216 FUZZY CLUSTERING//FUZZY C MEANS//CLUSTER VALIDITY
2 32722 SPATIAL ASSOCIATION RULES//SPATIAL DATA MINING//COLOCATION PATTERNS
3 5343 MODEL BASED CLUSTERING//MIXTURE MODEL//EM ALGORITHM
4 2260 GENE SELECTION//CANCER CLASSIFICATION//BICLUSTERING
5 30956 DISTRIBUTED DATA MINING//DATA MINING GRID//DISTRIBUTED DOCUMENT CLUSTERING
6 18741 CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION
7 35692 PARTIALLY CONNECTED NEURAL NETWORK//ADAPTIVE DATABASE SYSTEMS//AI BASED DESIGN
8 22696 K MEDIAN//FACILITY LOCATION PROBLEM//APPROXIMATION ALGORITHMS
9 13023 OUTLIER DETECTION//ONE CLASS CLASSIFICATION//NOVELTY DETECTION
10 19522 HYPERGRAPH PARTITIONING//CIRCUIT PARTITIONING//GRAPH PARTITIONING

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