Class information for:
Level 1: SELF ORGANIZING MAP//CITEC EXCELLENCE//COMPETITIVE LEARNING

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
6851 1436 26.6 41%


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
2769 2             SELF ORGANIZING MAP//PRINCIPAL CURVES//PRINCIPAL POINTS 3152
6851 1                   SELF ORGANIZING MAP//CITEC EXCELLENCE//COMPETITIVE LEARNING 1436

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 SELF ORGANIZING MAP authKW 665649 16% 14% 227
2 CITEC EXCELLENCE address 256667 1% 93% 13
3 COMPETITIVE LEARNING authKW 232447 3% 23% 47
4 NEURAL NETWORKS address 222294 3% 26% 40
5 CLIN PSYCHOTHER Y address 204814 1% 57% 17
6 SELF ORGANIZING MAP SOM authKW 186256 3% 20% 43
7 SOM authKW 175199 4% 16% 52
8 METRIC ADAPTATION authKW 170100 1% 100% 8
9 RELEVANCE LEARNING authKW 151869 1% 71% 10
10 IT EDUC address 129281 1% 41% 15

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 86857 64% 0% 916
2 Computer Science, Theory & Methods 5609 18% 0% 253
3 Computer Science, Information Systems 1910 10% 0% 143
4 Computer Science, Cybernetics 1202 3% 0% 40
5 Engineering, Electrical & Electronic 1013 18% 0% 253
6 Neurosciences 818 16% 0% 230
7 Computer Science, Interdisciplinary Applications 460 5% 0% 78
8 Computer Science, Hardware & Architecture 445 3% 0% 49
9 Computer Science, Software Engineering 231 3% 0% 49
10 Automation & Control Systems 104 2% 0% 31

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 CITEC EXCELLENCE 256667 1% 93% 13
2 NEURAL NETWORKS 222294 3% 26% 40
3 CLIN PSYCHOTHER Y 204814 1% 57% 17
4 IT EDUC 129281 1% 41% 15
5 FUTURE SCI TECHNOL JOINT 96637 1% 45% 10
6 COMP LANGUAGES COMP SCI 69569 1% 27% 12
7 KLIN PSYCHOTHER IE 66442 0% 63% 5
8 CITEC CLUSTER EXCELLENCE 63788 0% 100% 3
9 NEURAL COMPUTAT GRP 48597 0% 57% 4
10 SEZ MATEMAT FINANZIARIA 47839 0% 75% 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 NEURAL NETWORKS 86192 8% 4% 113
2 NEUROCOMPUTING 59686 11% 2% 164
3 IEEE TRANSACTIONS ON NEURAL NETWORKS 59585 6% 3% 90
4 NEURAL PROCESSING LETTERS 44075 3% 5% 45
5 NEURAL COMPUTATION 25518 4% 2% 55
6 LECTURE NOTES IN COMPUTER SCIENCE 11835 16% 0% 224
7 INTERNATIONAL JOURNAL OF NEURAL SYSTEMS 9830 1% 3% 17
8 NEURAL COMPUTING & APPLICATIONS 7594 2% 1% 29
9 NEURAL NETWORK WORLD 6505 1% 3% 12
10 BIOLOGICAL CYBERNETICS 4716 2% 1% 26

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 SELF ORGANIZING MAP 665649 16% 14% 227 Search SELF+ORGANIZING+MAP Search SELF+ORGANIZING+MAP
2 COMPETITIVE LEARNING 232447 3% 23% 47 Search COMPETITIVE+LEARNING Search COMPETITIVE+LEARNING
3 SELF ORGANIZING MAP SOM 186256 3% 20% 43 Search SELF+ORGANIZING+MAP+SOM Search SELF+ORGANIZING+MAP+SOM
4 SOM 175199 4% 16% 52 Search SOM Search SOM
5 METRIC ADAPTATION 170100 1% 100% 8 Search METRIC+ADAPTATION Search METRIC+ADAPTATION
6 RELEVANCE LEARNING 151869 1% 71% 10 Search RELEVANCE+LEARNING Search RELEVANCE+LEARNING
7 NEURAL GAS 127996 1% 35% 17 Search NEURAL+GAS Search NEURAL+GAS
8 LEARNING VECTOR QUANTIZATION 123042 2% 19% 31 Search LEARNING+VECTOR+QUANTIZATION Search LEARNING+VECTOR+QUANTIZATION
9 MNSOM 106313 0% 100% 5 Search MNSOM Search MNSOM
10 WEBSOM 106313 0% 100% 5 Search WEBSOM Search WEBSOM

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 BIEHL, M , HAMMER, B , VILLMANN, T , (2016) PROTOTYPE-BASED MODELS IN MACHINE LEARNING.WILEY INTERDISCIPLINARY REVIEWS-COGNITIVE SCIENCE. VOL. 7. ISSUE 2. P. 92 -111 37 77% 0
2 KAMIMURA, R , (2013) SIMILARITY INTERACTION IN INFORMATION-THEORETIC SELF-ORGANIZING MAPS.INTERNATIONAL JOURNAL OF GENERAL SYSTEMS. VOL. 42. ISSUE 3. P. 239 -267 33 83% 0
3 ASTUDILLO, CA , OOMMEN, BJ , (2014) TOPOLOGY-ORIENTED SELF-ORGANIZING MAPS: A SURVEY.PATTERN ANALYSIS AND APPLICATIONS. VOL. 17. ISSUE 2. P. 223-248 29 83% 8
4 KAMIMURA, R , (2012) RELATIVE INFORMATION MAXIMIZATION AND ITS APPLICATION TO THE EXTRACTION OF EXPLICIT CLASS STRUCTURE IN SOM.NEUROCOMPUTING. VOL. 82. ISSUE . P. 37 -51 34 74% 2
5 KAMIMURA, R , (2013) CONTROLLING RELATIONS BETWEEN THE INDIVIDUALITY AND COLLECTIVITY OF NEURONS AND ITS APPLICATION TO SELF-ORGANIZING MAPS.NEURAL PROCESSING LETTERS. VOL. 38. ISSUE 2. P. 177 -203 25 83% 0
6 LOPEZ-RUBIO, E , PALOMO, EJ , DOMINGUEZ, E , (2014) BREGMAN DIVERGENCES FOR GROWING HIERARCHICAL SELF-ORGANIZING NETWORKS.INTERNATIONAL JOURNAL OF NEURAL SYSTEMS. VOL. 24. ISSUE 4. P. - 27 64% 4
7 LOPEZ-RUBIO, E , (2013) IMPROVING THE QUALITY OF SELF-ORGANIZING MAPS BY SELF-INTERSECTION AVOIDANCE.IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. VOL. 24. ISSUE 8. P. 1253-1265 30 55% 2
8 HSU, CC , LIN, SH , (2012) VISUALIZED ANALYSIS OF MIXED NUMERIC AND CATEGORICAL DATA VIA EXTENDED SELF-ORGANIZING MAP.IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. VOL. 23. ISSUE 1. P. 72 -86 22 71% 9
9 KOHONEN, T , (2013) ESSENTIALS OF THE SELF-ORGANIZING MAP.NEURAL NETWORKS. VOL. 37. ISSUE . P. 52 -65 16 59% 129
10 AYADI, T , HAMDANI, TM , ALIMI, AM , (2012) MIGSOM: MULTILEVEL INTERIOR GROWING SELF-ORGANIZING MAPS FOR HIGH DIMENSIONAL DATA CLUSTERING.NEURAL PROCESSING LETTERS. VOL. 36. ISSUE 3. P. 235 -256 21 75% 2

Classes with closest relation at Level 1


Rank Class id link
1 30659 PRINCIPAL CURVES//PRINCIPAL MANIFOLD//SUBSPACE CONSTRAINED MEAN SHIFT
2 34182 DISTANCE STUDIES//INTRINSIC DIMENSIONALITY ESTIMATION//INTRINSIC DIMENSION ESTIMATION
3 15865 ADAPTIVE RESONANCE THEORY//FUZZY ARTMAP//ARTMAP
4 36433 ARYLPROPARGYL ETHERS OF PHENOLS//CHEMOMETR//SUPERVISED KOHONEN NETWORKS
5 27256 COLOR QUANTIZATION//COLOR IMAGE QUANTIZATION//COLOUR QUANTISATION
6 16483 MINOR COMPONENT ANALYSIS MCA//SUBSPACE TRACKING//DETERMINISTIC DISCRETE TIME DDT SYSTEM
7 30456 MEDICAL IMAGE RECOGNITION//INTEGRATED SENSORY INTELLIGENT SYSTEM//SECCIO INTELLIGENCIA ARTIFICIAL
8 4141 VECTOR QUANTIZATION//BLOCK TRUNCATION CODING//IMAGE COMPRESSION
9 27847 CONTINUOUS ATTRACTORS//HAMMING MAXNET//K WINNER MACHINE
10 32850 CATASTROPHIC FORGETTING//CATASTROPHIC INTERFERENCE//PSEUDOREHEARSAL

Go to start page