Class information for:
Level 1: ADAPTIVE RESONANCE THEORY//FUZZY ARTMAP//ARTMAP

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
15865 687 28.8 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
3580 2             ADAPTIVE RESONANCE THEORY//FUZZY ARTMAP//ARTMAP 1288
15865 1                   ADAPTIVE RESONANCE THEORY//FUZZY ARTMAP//ARTMAP 687

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 ADAPTIVE RESONANCE THEORY authKW 1453006 11% 45% 73
2 FUZZY ARTMAP authKW 1034332 7% 48% 48
3 ARTMAP authKW 694451 4% 63% 25
4 DYNAMIC DECAY ADJUSTMENT authKW 400015 1% 100% 9
5 CATEGORY PROLIFERATION authKW 316059 1% 89% 8
6 ADAPTIVE RESONANCE THEORY ART authKW 268250 2% 46% 13
7 GRNNFA authKW 266676 1% 100% 6
8 GATED DIPOLE authKW 142226 1% 80% 4
9 CONSTRUCTIVE TRAINING authKW 133338 0% 100% 3
10 GCNN authKW 133338 0% 100% 3

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 26062 51% 0% 348
2 Computer Science, Cybernetics 1867 5% 0% 34
3 Neurosciences 870 22% 0% 154
4 Engineering, Electrical & Electronic 720 21% 0% 143
5 Computer Science, Theory & Methods 670 9% 0% 63
6 Robotics 530 3% 0% 18
7 Computer Science, Interdisciplinary Applications 353 7% 0% 46
8 Computer Science, Information Systems 298 6% 0% 41
9 Psychology, Biological 258 2% 0% 16
10 Automation & Control Systems 256 4% 0% 30

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 AD T SYST 81881 3% 8% 23
2 FIRE SAFETY DISASTER PREVENT GRP 79011 1% 44% 4
3 COGNIT NEURAL SYST 67318 4% 6% 26
4 ABT BIOMED FO HK 44446 0% 100% 1
5 AD T SYST 111 CUMMINGTON ST 44446 0% 100% 1
6 ASIAN INTELLIGENT BLDG 44446 0% 100% 1
7 AUTOMAT CONTROL SYST ENGN ACSE 44446 0% 100% 1
8 BIOMETR MED IMAGE PROC 44446 0% 100% 1
9 CC MACHINE VIS 44446 0% 100% 1
10 CHAIR PROCEDURE TECHNOL ELECT 44446 0% 100% 1

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 109374 13% 3% 88
2 IEEE TRANSACTIONS ON NEURAL NETWORKS 28431 6% 1% 43
3 NEUROCOMPUTING 7016 6% 0% 39
4 NEURAL PROCESSING LETTERS 5494 2% 1% 11
5 NEURAL COMPUTING & APPLICATIONS 3188 2% 1% 13
6 BIOLOGICAL CYBERNETICS 2862 2% 0% 14
7 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 2715 5% 0% 32
8 BEHAVIORAL AND BRAIN SCIENCES 2421 2% 0% 16
9 INTERNATIONAL JOURNAL OF NEURAL SYSTEMS 1134 1% 1% 4
10 ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE 1099 1% 0% 8

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 ADAPTIVE RESONANCE THEORY 1453006 11% 45% 73 Search ADAPTIVE+RESONANCE+THEORY Search ADAPTIVE+RESONANCE+THEORY
2 FUZZY ARTMAP 1034332 7% 48% 48 Search FUZZY+ARTMAP Search FUZZY+ARTMAP
3 ARTMAP 694451 4% 63% 25 Search ARTMAP Search ARTMAP
4 DYNAMIC DECAY ADJUSTMENT 400015 1% 100% 9 Search DYNAMIC+DECAY+ADJUSTMENT Search DYNAMIC+DECAY+ADJUSTMENT
5 CATEGORY PROLIFERATION 316059 1% 89% 8 Search CATEGORY+PROLIFERATION Search CATEGORY+PROLIFERATION
6 ADAPTIVE RESONANCE THEORY ART 268250 2% 46% 13 Search ADAPTIVE+RESONANCE+THEORY+ART Search ADAPTIVE+RESONANCE+THEORY+ART
7 GRNNFA 266676 1% 100% 6 Search GRNNFA Search GRNNFA
8 GATED DIPOLE 142226 1% 80% 4 Search GATED+DIPOLE Search GATED+DIPOLE
9 CONSTRUCTIVE TRAINING 133338 0% 100% 3 Search CONSTRUCTIVE+TRAINING Search CONSTRUCTIVE+TRAINING
10 GCNN 133338 0% 100% 3 Search GCNN Search GCNN

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 ZHANG, YQ , JI, HB , ZHANG, WB , (2014) TPPFAM: USE OF THRESHOLD AND POSTERIOR PROBABILITY FOR CATEGORY REDUCTION IN FUZZY ARTMAP.NEUROCOMPUTING. VOL. 124. ISSUE . P. 63 -71 20 91% 6
2 CARPENTER, GA , GADDAM, SC , (2010) BIASED ART: A NEURAL ARCHITECTURE THAT SHIFTS ATTENTION TOWARD PREVIOUSLY DISREGARDED FEATURES FOLLOWING AN INCORRECT PREDICTION.NEURAL NETWORKS. VOL. 23. ISSUE 3. P. 435-451 15 94% 12
3 SASU, LM , ANDONIE, R , (2013) BAYESIAN ARTMAP FOR REGRESSION.NEURAL NETWORKS. VOL. 46. ISSUE . P. 23-31 18 75% 1
4 SIT, WY , MAK, LO , NG, GW , (2009) MANAGING CATEGORY PROLIFERATION IN FUZZY ARTMAP CAUSED BY OVERLAPPING CLASSES.IEEE TRANSACTIONS ON NEURAL NETWORKS. VOL. 20. ISSUE 8. P. 1244 -1253 13 100% 1
5 KABURLASOS, VG , PETRIDIS, V , (2000) FUZZY LATTICE NEUROCOMPUTING (FLN) MODELS.NEURAL NETWORKS. VOL. 13. ISSUE 10. P. 1145 -1170 25 60% 72
6 OLIVERA, S , CARPENTER, GA , (2012) SELF-ORGANIZING ARTMAP RULE DISCOVERY.NEURAL NETWORKS. VOL. 25. ISSUE . P. 161 -177 15 75% 1
7 GROSSBERG, S , (2003) THE BRAIN'S COGNITIVE DYNAMICS: THE LINK BETWEEN LEARNING, ATTENTION, RECOGNITION, AND CONSCIOUSNESS.KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS. VOL. 2773. ISSUE . P. 5-12 27 53% 3
8 CARPENTER, GA , (2013) ART, COGNITIVE SCIENCE, AND TECHNOLOGY TRANSFER.WILEY INTERDISCIPLINARY REVIEWS-COGNITIVE SCIENCE. VOL. 4. ISSUE 6. P. 707-719 21 51% 1
9 GEORGIOPOULOS, M , DAGHER, I , HEILEMAN, GL , BEBIS, G , (1999) PROPERTIES OF LEARNING OF A FUZZY ART VARIANT.NEURAL NETWORKS. VOL. 12. ISSUE 6. P. 837-850 13 100% 15
10 CARPENTER, GA , MARTENS, S , OGAS, OJ , (2005) SELF-ORGANIZING INFORMATION FUSION AND HIERARCHICAL KNOWLEDGE DISCOVERY: A NEW FRAMEWORK USING ARTMAP NEURAL NETWORKS.NEURAL NETWORKS. VOL. 18. ISSUE 3. P. 287 -295 12 86% 42

Classes with closest relation at Level 1


Rank Class id link
1 23468 NEOCOGNITRON//DYNAMIC LINK MATCHING//VISUAL PATTERN RECOGNITION
2 34970 KNOWLEDGE INSTINCT//NEURAL MODELING FIELDS//COGNITIVE DISSONANCES
3 30456 MEDICAL IMAGE RECOGNITION//INTEGRATED SENSORY INTELLIGENT SYSTEM//SECCIO INTELLIGENCIA ARTIFICIAL
4 6851 SELF ORGANIZING MAP//CITEC EXCELLENCE//COMPETITIVE LEARNING
5 21323 RULE EXTRACTION//KNOWLEDGE INSERTION//RULE EXTRACTION FROM NEURAL NETWORKS
6 35748 EYE HAND TRACKING//ACTIVITAS NERVOSA SUPERIOR//CARDIAC PHASE AND TRACKING ERRORS
7 29350 GREAT EAGLE 25F//MOBILE CONTROL AND MONITORING//PROACTIVE TASK SUPPORT
8 6790 FEEDFORWARD NEURAL NETWORKS//BACKPROPAGATION//ONLINE GRADIENT METHOD
9 27847 CONTINUOUS ATTRACTORS//HAMMING MAXNET//K WINNER MACHINE
10 34894 BELBIC//BRAIN EMOTIONAL LEARNING//ISRG

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