Class information for: |
Basic class information |
| Class id | #P | Avg. number of references |
Database coverage of references |
|---|---|---|---|
| 13588 | 827 | 19.8 | 53% |
Hierarchy of classes |
The table includes all classes above and classes immediately below the current class. |
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 | GENERALIZATION ERROR | authKW | 295635 | 4% | 26% | 31 |
| 2 | TRANSDISCIPLINARY SCI | address | 157393 | 1% | 47% | 9 |
| 3 | ENSEMBLE TEACHERS | authKW | 147686 | 0% | 100% | 4 |
| 4 | SINGULAR LEARNING MACHINES | authKW | 147686 | 0% | 100% | 4 |
| 5 | NEURAL COMP GRP | address | 136376 | 3% | 17% | 22 |
| 6 | LINEAR PERCEPTRON | authKW | 131860 | 1% | 71% | 5 |
| 7 | DYNAMICS OF LEARNING | authKW | 110765 | 0% | 100% | 3 |
| 8 | INTERPOLATION DIMENSION | authKW | 110765 | 0% | 100% | 3 |
| 9 | TREE PARITY MACHINE | authKW | 110765 | 0% | 100% | 3 |
| 10 | TRUE TEACHER | authKW | 110765 | 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 | Physics, Mathematical | 11552 | 33% | 0% | 274 |
| 2 | Computer Science, Artificial Intelligence | 8136 | 26% | 0% | 216 |
| 3 | Physics, Fluids & Plasmas | 2668 | 14% | 0% | 118 |
| 4 | Physics, Multidisciplinary | 1703 | 22% | 0% | 181 |
| 5 | Computer Science, Theory & Methods | 519 | 7% | 0% | 62 |
| 6 | Neurosciences | 295 | 13% | 0% | 110 |
| 7 | Computer Science, Hardware & Architecture | 214 | 3% | 0% | 26 |
| 8 | Computer Science, Information Systems | 198 | 5% | 0% | 38 |
| 9 | Engineering, Electrical & Electronic | 78 | 8% | 0% | 69 |
| 10 | Computer Science, Software Engineering | 73 | 3% | 0% | 22 |
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 | TRANSDISCIPLINARY SCI | 157393 | 1% | 47% | 9 |
| 2 | NEURAL COMP GRP | 136376 | 3% | 17% | 22 |
| 3 | INFORMAT SYNTH | 106413 | 1% | 41% | 7 |
| 4 | INTELLIGENT COOPERAT CONTROL | 49223 | 0% | 33% | 4 |
| 5 | MINERVA | 45199 | 3% | 6% | 22 |
| 6 | COMPUTAT INTELLIGENCE SYST SCI | 43991 | 3% | 5% | 25 |
| 7 | ADV COURSE ELECT ELECT ENGN | 36922 | 0% | 100% | 1 |
| 8 | BIOGEOCHEM EARTH OCEAN SCI | 36922 | 0% | 100% | 1 |
| 9 | CIC 3 COMP PLICAT | 36922 | 0% | 100% | 1 |
| 10 | COMP ENGN 6 | 36922 | 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 | JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL | 38341 | 15% | 1% | 128 |
| 2 | NEURAL COMPUTATION | 33797 | 6% | 2% | 48 |
| 3 | NEURAL NETWORKS | 17796 | 5% | 1% | 39 |
| 4 | EUROPHYSICS LETTERS | 9856 | 6% | 1% | 51 |
| 5 | PHYSICAL REVIEW E | 9630 | 14% | 0% | 118 |
| 6 | NETWORK-COMPUTATION IN NEURAL SYSTEMS | 6481 | 1% | 2% | 10 |
| 7 | IEEE TRANSACTIONS ON NEURAL NETWORKS | 6157 | 3% | 1% | 22 |
| 8 | JOURNAL OF MACHINE LEARNING RESEARCH | 3959 | 2% | 1% | 13 |
| 9 | NEURAL PROCESSING LETTERS | 2408 | 1% | 1% | 8 |
| 10 | MACHINE LEARNING | 1896 | 1% | 1% | 8 |
Author Key Words |
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 | BOTELHO, E , MATTOS, CR , CATICHA, N , (2000) VARIATIONAL STUDIES AND REPLICA SYMMETRY BREAKING IN THE GENERALIZATION PROBLEM OF THE BINARY PERCEPTRON.PHYSICAL REVIEW E. VOL. 62. ISSUE 5. P. 6999-7007 | 27 | 96% | 1 |
| 2 | WEI, HK , ZHANG, J , COUSSEAU, F , OZEKI, T , AMARI, SI , (2008) DYNAMICS OF LEARNING NEAR SINGULARITIES IN LAYERED NETWORKS.NEURAL COMPUTATION. VOL. 20. ISSUE 3. P. 813-843 | 22 | 85% | 10 |
| 3 | ROSEN-ZVI, M , KANTER, I , (2001) TRAINING A PERCEPTRON IN A DISCRETE WEIGHT SPACE.PHYSICAL REVIEW E. VOL. 64. ISSUE 4. P. - | 24 | 96% | 2 |
| 4 | MACE, CWH , COOLEN, ACC , (1998) STATISTICAL MECHANICAL ANALYSIS OF THE DYNAMICS OF LEARNING IN PERCEPTRONS.STATISTICS AND COMPUTING. VOL. 8. ISSUE 1. P. 55-88 | 27 | 90% | 14 |
| 5 | AMARI, S , PARK, H , OZEKI, T , (2006) SINGULARITIES AFFECT DYNAMICS OF LEARNING IN NEUROMANIFOLDS.NEURAL COMPUTATION. VOL. 18. ISSUE 5. P. 1007 -1065 | 22 | 79% | 32 |
| 6 | WATKIN, TLH , RAU, A , BIEHL, M , (1993) THE STATISTICAL-MECHANICS OF LEARNING A RULE.REVIEWS OF MODERN PHYSICS. VOL. 65. ISSUE 2. P. 499 -556 | 42 | 50% | 232 |
| 7 | ZHAO, JS , WEI, HK , ZHANG, C , LI, WL , GUO, WL , ZHANG, KJ , (2015) NATURAL GRADIENT LEARNING ALGORITHMS FOR RBF NETWORKS.NEURAL COMPUTATION. VOL. 27. ISSUE 2. P. 481 -505 | 15 | 88% | 1 |
| 8 | BEX, GJ , VANDENBROECK, C , (1997) DOMAIN SIZES OF THE GARDNER VOLUME FOR THE ISING REVERSED WEDGE PERCEPTRON.PHYSICAL REVIEW E. VOL. 56. ISSUE 1. P. 870-876 | 22 | 100% | 4 |
| 9 | UEZU, T , KIYOKAWA, S , (2016) SUPERVISED LEARNING OF TWO-LAYER PERCEPTRON UNDER THE EXISTENCE OF EXTERNAL NOISE - LEARNING CURVE OF BOOLEAN FUNCTIONS OF TWO VARIABLES IN TREE-LIKE ARCHITECTURE.JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN. VOL. 85. ISSUE 6. P. - | 13 | 100% | 0 |
| 10 | GUO, WL , WEI, HK , ZHAO, JS , ZHANG, KJ , (2015) THEORETICAL AND NUMERICAL ANALYSIS OF LEARNING DYNAMICS NEAR SINGULARITY IN MULTILAYER PERCEPTRONS.NEUROCOMPUTING. VOL. 151. ISSUE . P. 390 -400 | 13 | 100% | 1 |
Classes with closest relation at Level 1 |