Class information for:
Level 1: SELF ORGANIZING MAP//COMPETITIVE LEARNING//CLIN PSYCHOTHER Y

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
472 2             IEEE TRANSACTIONS ON NEURAL NETWORKS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//EXTREME LEARNING MACHINE 16106
7357 1                   SELF ORGANIZING MAP//COMPETITIVE LEARNING//CLIN PSYCHOTHER Y 1402

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 SELF ORGANIZING MAP authKW 744621 17% 14% 238
2 COMPETITIVE LEARNING authKW 245742 3% 23% 47
3 CLIN PSYCHOTHER Y address 216525 1% 57% 17
4 NEURAL NETWORKS address 209353 3% 25% 38
5 METRIC ADAPTATION authKW 179826 1% 100% 8
6 SELF ORGANIZING MAP SOM authKW 169377 3% 18% 41
7 SOM authKW 168890 4% 15% 51
8 RELEVANCE LEARNING authKW 160553 1% 71% 10
9 NEURAL GAS authKW 145636 1% 36% 18
10 IT EDUC address 140332 1% 39% 16

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 80449 63% 0% 877
2 Computer Science, Theory & Methods 5231 17% 0% 241
3 Computer Science, Information Systems 1983 10% 0% 145
4 Computer Science, Cybernetics 1153 3% 0% 39
5 Engineering, Electrical & Electronic 968 18% 0% 246
6 Neurosciences 789 16% 0% 223
7 Computer Science, Interdisciplinary Applications 497 6% 0% 80
8 Computer Science, Hardware & Architecture 416 3% 0% 47
9 Computer Science, Software Engineering 263 4% 0% 51
10 Automation & Control Systems 81 2% 0% 28

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 CLIN PSYCHOTHER Y 216525 1% 57% 17
2 NEURAL NETWORKS 209353 3% 25% 38
3 IT EDUC 140332 1% 39% 16
4 CITEC EXCELLENCE 102751 1% 57% 8
5 FUTURE SCI TECHNOL JOINT 102163 1% 45% 10
6 COMP LANGUAGES COMP SCI 77508 1% 27% 13
7 KLIN PSYCHOTHER IE 70241 0% 63% 5
8 CITEC CLUSTER EXCELLENCE 67435 0% 100% 3
9 NEURAL COMPUTAT GRP 51375 0% 57% 4
10 SEZ MATEMAT FINANZIARIA 50575 0% 75% 3

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 NEURAL NETWORKS 93594 8% 4% 116
2 IEEE TRANSACTIONS ON NEURAL NETWORKS 60229 6% 3% 88
3 NEUROCOMPUTING 51388 11% 2% 153
4 NEURAL PROCESSING LETTERS 45779 3% 4% 46
5 NEURAL COMPUTATION 19941 3% 2% 48
6 LECTURE NOTES IN COMPUTER SCIENCE 11524 15% 0% 215
7 NEURAL COMPUTING & APPLICATIONS 8056 2% 1% 30
8 INTERNATIONAL JOURNAL OF NEURAL SYSTEMS 5810 1% 2% 13
9 NEURAL NETWORK WORLD 4587 1% 2% 10
10 BIOLOGICAL CYBERNETICS 4583 2% 1% 25

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 SELF ORGANIZING MAP 744621 17% 14% 238 Search SELF+ORGANIZING+MAP Search SELF+ORGANIZING+MAP
2 COMPETITIVE LEARNING 245742 3% 23% 47 Search COMPETITIVE+LEARNING Search COMPETITIVE+LEARNING
3 METRIC ADAPTATION 179826 1% 100% 8 Search METRIC+ADAPTATION Search METRIC+ADAPTATION
4 SELF ORGANIZING MAP SOM 169377 3% 18% 41 Search SELF+ORGANIZING+MAP+SOM Search SELF+ORGANIZING+MAP+SOM
5 SOM 168890 4% 15% 51 Search SOM Search SOM
6 RELEVANCE LEARNING 160553 1% 71% 10 Search RELEVANCE+LEARNING Search RELEVANCE+LEARNING
7 NEURAL GAS 145636 1% 36% 18 Search NEURAL+GAS Search NEURAL+GAS
8 LEARNING VECTOR QUANTIZATION 127017 2% 18% 31 Search LEARNING+VECTOR+QUANTIZATION Search LEARNING+VECTOR+QUANTIZATION
9 KOHONEN MAPS 120400 1% 36% 15 Search KOHONEN+MAPS Search KOHONEN+MAPS
10 GENERATIVE TOPOGRAPHIC MAPPING 115100 1% 39% 13 Search GENERATIVE+TOPOGRAPHIC+MAPPING Search GENERATIVE+TOPOGRAPHIC+MAPPING

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 31256 PRINCIPAL CURVES//PRINCIPAL MANIFOLD//MODE ESTIMATE SEQUENCE
2 35978 DISTANCE STUDIES//TUNING HEURISTICS//SAMANN
3 27405 COLOR QUANTIZATION//TEXTURE COMPRESSION//COLOR IMAGE QUANTIZATION
4 16716 ADAPTIVE RESONANCE THEORY//ARTMAP//FUZZY ARTMAP
5 36475 SUPERVISED KOHONEN NETWORKS//CHEMOMETR//ALPHA HIDDEN MARKOV MODEL ESTIMATION
6 16535 MINOR COMPONENT ANALYSIS MCA//SUBSPACE TRACKING//DETERMINISTIC DISCRETE TIME DDT SYSTEM
7 37100 ANNEALING ROBUST LEARNING ALGORITHM//ROBUST LEARNING ALGORITHM//ESTIMATION QUALITY
8 4469 VECTOR QUANTIZATION//BLOCK TRUNCATION CODING//IMAGE COMPRESSION
9 21357 INTEGER WEIGHTS//ALGORITHMIC MAPPING//RECALL PHASE
10 31556 HARMONY LEARNING//ARTIFICIAL NEURAL NETWORKS//BAYESIAN YING YANG BYY HARMONY LEARNING

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