Class information for:
Level 1: PAC LEARNING//LEARNING THEORY//COMPUTATIONAL LEARNING THEORY

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
4232 1824 27.0 42%


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
235 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING 20237
4232 1                   PAC LEARNING//LEARNING THEORY//COMPUTATIONAL LEARNING THEORY 1824

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 PAC LEARNING authKW 782120 5% 56% 84
2 LEARNING THEORY authKW 631586 7% 30% 125
3 COMPUTATIONAL LEARNING THEORY authKW 615751 4% 48% 76
4 STATISTICAL LEARNING THEORY authKW 431775 3% 42% 62
5 REPRODUCING KERNEL HILBERT SPACE authKW 414160 6% 23% 109
6 GENERALIZATION BOUNDS authKW 386987 2% 68% 34
7 JOURNAL OF MACHINE LEARNING RESEARCH journal 346008 10% 11% 180
8 AGNOSTIC LEARNING authKW 219884 1% 77% 17
9 QUERY LEARNING authKW 205111 1% 49% 25
10 ALGORITHMIC INFERENCE authKW 200870 1% 100% 12

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 39843 39% 0% 704
2 Computer Science, Theory & Methods 14648 25% 0% 455
3 Statistics & Probability 5973 14% 0% 261
4 Automation & Control Systems 5109 11% 0% 205
5 Mathematics, Applied 3808 19% 0% 347
6 Computer Science, Information Systems 2701 10% 0% 191
7 Computer Science, Hardware & Architecture 2071 6% 0% 114
8 Mathematics 852 11% 0% 196
9 Computer Science, Software Engineering 495 4% 0% 78
10 Mathematics, Interdisciplinary Applications 126 2% 0% 43

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 LEHRSTUHL MATH INFORMAT 183100 1% 58% 19
2 IFT GLO 66957 0% 100% 4
3 DITEN 46847 1% 20% 14
4 AUTOMATA THEORY GRP 38257 0% 57% 4
5 INFORMAT SCI GRP CCS 3 38257 0% 57% 4
6 ANGEVIN RECH MATHS 33478 0% 100% 2
7 COMPUTAT LEARNING SYST 29461 0% 20% 9
8 BEIJING MULTIMEDIA INTELLIGENT SOFTWARE T 22318 0% 67% 2
9 ROYAL HOLLOWAY BEDFORD NEW COMP SCI 22318 0% 67% 2
10 TSI SIGNAL IMAGES 22318 0% 67% 2

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 MACHINE LEARNING RESEARCH 346008 10% 11% 180
2 MACHINE LEARNING 172725 6% 9% 113
3 JOURNAL OF COMPUTER AND SYSTEM SCIENCES 38606 4% 3% 71
4 ANALYSIS AND APPLICATIONS 18558 1% 6% 19
5 INFORMATION AND COMPUTATION 18219 3% 2% 48
6 NEURAL COMPUTATION 15916 3% 2% 49
7 INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING 13352 1% 3% 23
8 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 13056 6% 1% 114
9 JOURNAL OF COMPLEXITY 10997 1% 3% 23
10 ANNALS OF STATISTICS 8563 2% 1% 45

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 PAC LEARNING 782120 5% 56% 84 Search PAC+LEARNING Search PAC+LEARNING
2 LEARNING THEORY 631586 7% 30% 125 Search LEARNING+THEORY Search LEARNING+THEORY
3 COMPUTATIONAL LEARNING THEORY 615751 4% 48% 76 Search COMPUTATIONAL+LEARNING+THEORY Search COMPUTATIONAL+LEARNING+THEORY
4 STATISTICAL LEARNING THEORY 431775 3% 42% 62 Search STATISTICAL+LEARNING+THEORY Search STATISTICAL+LEARNING+THEORY
5 REPRODUCING KERNEL HILBERT SPACE 414160 6% 23% 109 Search REPRODUCING+KERNEL+HILBERT+SPACE Search REPRODUCING+KERNEL+HILBERT+SPACE
6 GENERALIZATION BOUNDS 386987 2% 68% 34 Search GENERALIZATION+BOUNDS Search GENERALIZATION+BOUNDS
7 AGNOSTIC LEARNING 219884 1% 77% 17 Search AGNOSTIC+LEARNING Search AGNOSTIC+LEARNING
8 QUERY LEARNING 205111 1% 49% 25 Search QUERY+LEARNING Search QUERY+LEARNING
9 ALGORITHMIC INFERENCE 200870 1% 100% 12 Search ALGORITHMIC+INFERENCE Search ALGORITHMIC+INFERENCE
10 COEFFICIENT REGULARIZATION 200870 1% 100% 12 Search COEFFICIENT+REGULARIZATION Search COEFFICIENT+REGULARIZATION

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 HANNEKE, S , YANG, L , (2015) MINIMAX ANALYSIS OF ACTIVE LEARNING.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 16. ISSUE . P. 3487 -3602 34 94% 1
2 HANNEKE, S , (2016) REFINED ERROR BOUNDS FOR SEVERAL LEARNING ALGORITHMS.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 17. ISSUE . P. - 29 97% 0
3 BLANCHARD, G , BOUSQUET, O , MASSART, P , (2008) STATISTICAL PERFORMANCE OF SUPPORT VECTOR MACHINES.ANNALS OF STATISTICS. VOL. 36. ISSUE 2. P. 489 -531 28 100% 36
4 CHEN, DR , YANG, FH , TONG, HZ , (2014) LEARNING WITH CONVEX LOSS AND INDEFINITE KERNELS.NEURAL COMPUTATION. VOL. 26. ISSUE 1. P. 158 -184 26 96% 0
5 ZHOU, YC , CHEN, H , LAN, RS , PAN, ZB , (2016) GENERALIZATION PERFORMANCE OF REGULARIZED RANKING WITH MULTISCALE KERNELS.IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. VOL. 27. ISSUE 5. P. 993 -1002 28 80% 0
6 GUO, ZC , ZHOU, DX , (2013) CONCENTRATION ESTIMATES FOR LEARNING WITH UNBOUNDED SAMPLING.ADVANCES IN COMPUTATIONAL MATHEMATICS. VOL. 38. ISSUE 1. P. 207 -223 22 100% 11
7 LIN, SB , ZENG, JS , FANG, J , XU, ZB , (2014) LEARNING RATES OF L(Q) COEFFICIENT REGULARIZATION LEARNING WITH GAUSSIAN KERNEL.NEURAL COMPUTATION. VOL. 26. ISSUE 10. P. 2350 -2378 26 87% 1
8 SHENG, BH , XIANG, DH , (2013) THE LEARNING RATE OF L(2)-COEFFICIENT REGULARIZED CLASSIFICATION WITH STRONG LOSS.ACTA MATHEMATICA SINICA-ENGLISH SERIES. VOL. 29. ISSUE 12. P. 2397-2408 25 93% 0
9 XIANG, DH , ZHOU, DX , (2009) CLASSIFICATION WITH GAUSSIANS AND CONVEX LOSS.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 10. ISSUE . P. 1447 -1468 25 96% 14
10 ONETO, L , GHIO, A , RIDELLA, S , ANGUITA, D , (2016) GLOBAL RADEMACHER COMPLEXITY BOUNDS: FROM SLOW TO FAST CONVERGENCE RATES.NEURAL PROCESSING LETTERS. VOL. 43. ISSUE 2. P. 567 -602 27 77% 0

Classes with closest relation at Level 1


Rank Class id link
1 25585 SEMI SUPERVISED LEARNING//CO TRAINING//TRI TRAINING
2 15231 PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION
3 16422 TRANSFER LEARNING//DOMAIN ADAPTATION//MULTI TASK LEARNING
4 10371 INDUCTIVE INFERENCE//GRAMMATICAL INFERENCE//IDENTIFICATION IN THE LIMIT
5 30480 LOGICAL ANALYSIS OF DATA//LOGICAL ANALYSIS OF DATA LAD//MONOTONE CLASSIFICATION
6 2578 SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINE//MULTI CLASS CLASSIFICATION
7 31923 REJECT OPTIONS//REJECT OPTION//CHOWS RULE
8 3353 BOOSTING//BAGGING//MULTIPLE CLASSIFIER SYSTEMS
9 11163 WHITE NOISE MODEL//ADAPTIVE ESTIMATION//MINIMAX RISK
10 12202 COMMUNICATION COMPLEXITY//QUANTUM QUERY COMPLEXITY//NEGATION LIMITED CIRCUIT

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