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

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
7216 1                   FUZZY CLUSTERING//FUZZY C MEANS//CLUSTER VALIDITY 1419

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 FUZZY CLUSTERING authKW 1697135 22% 25% 306
2 FUZZY C MEANS authKW 1288752 13% 32% 183
3 CLUSTER VALIDITY authKW 476048 3% 44% 49
4 FUZZY C MEANS FCM authKW 391560 3% 38% 46
5 POSSIBILISTIC CLUSTERING authKW 309153 2% 61% 23
6 FUZZY C MEANS ALGORITHM authKW 264401 2% 37% 32
7 VALIDITY INDEX authKW 178143 1% 42% 19
8 COLLABORATIVE CLUSTERING authKW 149285 1% 61% 11
9 PICTURE FUZZY CLUSTERING authKW 133253 0% 100% 6
10 CLUSTER TENDENCY authKW 120912 0% 78% 7

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 69365 58% 0% 820
2 Computer Science, Theory & Methods 3565 14% 0% 202
3 Engineering, Electrical & Electronic 3355 30% 0% 424
4 Statistics & Probability 1501 8% 0% 119
5 Computer Science, Information Systems 1349 9% 0% 122
6 Computer Science, Cybernetics 1326 3% 0% 42
7 Computer Science, Interdisciplinary Applications 1322 9% 0% 125
8 Automation & Control Systems 740 5% 0% 73
9 Imaging Science & Photographic Technology 513 3% 0% 41
10 Mathematics, Applied 507 9% 0% 124

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 VNU UNIV SCI 77344 1% 19% 18
2 DIPARTIMENTO PSICHIATRIA NEUROPSICHIATRIA INFANTI 44418 0% 100% 2
3 NEUVAS TECNOL 44418 0% 100% 2
4 KNOWLEDGE INTELLIGENT SYST 44414 0% 50% 4
5 INFORMAT IMAGERIE IND 35529 0% 40% 4
6 COMPUTAT VIS FUZZY SYST 29611 0% 67% 2
7 KNOWLEDGE INTELLIGENCE SYST 28551 0% 43% 3
8 ACUMEN PROD GRP 22209 0% 100% 1
9 AGR INFORMATIONIZAT STANDARDIZAT BEIJING 22209 0% 100% 1
10 AGR SAVANNAH 22209 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 IEEE TRANSACTIONS ON FUZZY SYSTEMS 104454 7% 5% 97
2 PATTERN RECOGNITION 37395 8% 2% 109
3 FUZZY SETS AND SYSTEMS 23011 6% 1% 87
4 PATTERN RECOGNITION LETTERS 20994 5% 1% 75
5 INTERNATIONAL JOURNAL OF FUZZY SYSTEMS 10939 1% 3% 17
6 APPLIED SOFT COMPUTING 10054 3% 1% 43
7 SOFT COMPUTING 8076 2% 1% 30
8 IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS 6349 2% 1% 24
9 INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS 5002 1% 1% 19
10 JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 3959 2% 1% 23

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 FUZZY CLUSTERING 1697135 22% 25% 306 Search FUZZY+CLUSTERING Search FUZZY+CLUSTERING
2 FUZZY C MEANS 1288752 13% 32% 183 Search FUZZY+C+MEANS Search FUZZY+C+MEANS
3 CLUSTER VALIDITY 476048 3% 44% 49 Search CLUSTER+VALIDITY Search CLUSTER+VALIDITY
4 FUZZY C MEANS FCM 391560 3% 38% 46 Search FUZZY+C+MEANS+FCM Search FUZZY+C+MEANS+FCM
5 POSSIBILISTIC CLUSTERING 309153 2% 61% 23 Search POSSIBILISTIC+CLUSTERING Search POSSIBILISTIC+CLUSTERING
6 FUZZY C MEANS ALGORITHM 264401 2% 37% 32 Search FUZZY+C+MEANS+ALGORITHM Search FUZZY+C+MEANS+ALGORITHM
7 VALIDITY INDEX 178143 1% 42% 19 Search VALIDITY+INDEX Search VALIDITY+INDEX
8 COLLABORATIVE CLUSTERING 149285 1% 61% 11 Search COLLABORATIVE+CLUSTERING Search COLLABORATIVE+CLUSTERING
9 PICTURE FUZZY CLUSTERING 133253 0% 100% 6 Search PICTURE+FUZZY+CLUSTERING Search PICTURE+FUZZY+CLUSTERING
10 CLUSTER TENDENCY 120912 0% 78% 7 Search CLUSTER+TENDENCY Search CLUSTER+TENDENCY

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 3704 CLUSTERING//CLUSTER ENSEMBLE//CLUSTERING ENSEMBLE
2 6972 SKULL STRIPPING//BRAIN TUMOR SEGMENTATION//BRAIN SEGMENTATION
3 27405 COLOR QUANTIZATION//TEXTURE COMPRESSION//COLOR IMAGE QUANTIZATION
4 7508 MULTILEVEL THRESHOLDING//IMAGE THRESHOLDING//BINARIZATION
5 9917 FUZZY REGRESSION//SYMBOLIC DATA ANALYSIS//FUZZY RANDOM VARIABLE
6 2045 FUZZY MODELING//IEEE TRANSACTIONS ON FUZZY SYSTEMS//INTERPRETABILITY
7 5343 MODEL BASED CLUSTERING//MIXTURE MODEL//EM ALGORITHM
8 31556 HARMONY LEARNING//ARTIFICIAL NEURAL NETWORKS//BAYESIAN YING YANG BYY HARMONY LEARNING
9 13023 OUTLIER DETECTION//ONE CLASS CLASSIFICATION//NOVELTY DETECTION
10 7357 SELF ORGANIZING MAP//COMPETITIVE LEARNING//CLIN PSYCHOTHER Y

Go to start page