Class information for:
Level 1: REPRODUCING KERNEL HILBERT SPACE//LEARNING THEORY//GENERALIZATION BOUNDS

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
464 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//SUPPORT VECTOR MACHINE 16171
9379 1                   REPRODUCING KERNEL HILBERT SPACE//LEARNING THEORY//GENERALIZATION BOUNDS 1193

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 REPRODUCING KERNEL HILBERT SPACE authKW 783049 10% 24% 122
2 LEARNING THEORY authKW 677148 9% 24% 105
3 GENERALIZATION BOUNDS authKW 523020 3% 60% 33
4 JOURNAL OF MACHINE LEARNING RESEARCH journal 345191 12% 9% 146
5 RADEMACHER COMPLEXITY authKW 317576 2% 52% 23
6 STATISTICAL LEARNING THEORY authKW 317108 4% 28% 43
7 LEARNING RATE authKW 314796 4% 28% 42
8 COEFFICIENT REGULARIZATION authKW 266365 1% 92% 11
9 EMPIRICAL RISK MINIMIZATION authKW 220489 2% 35% 24
10 LOCAL RADEMACHER COMPLEXITY authKW 213972 1% 90% 9

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 20910 35% 0% 416
2 Statistics & Probability 13009 26% 0% 306
3 Automation & Control Systems 4356 13% 0% 154
4 Mathematics, Applied 2561 19% 0% 230
5 Mathematics 1682 17% 0% 208
6 Computer Science, Theory & Methods 1116 9% 0% 107
7 Computer Science, Information Systems 639 7% 0% 79
8 Mathematics, Interdisciplinary Applications 267 4% 0% 46
9 Computer Science, Software Engineering 174 3% 0% 39
10 Computer Science, Hardware & Architecture 146 2% 0% 27

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 DITEN 73355 1% 19% 15
2 ICE DMC 60377 0% 57% 4
3 INFORMAT SCI GRP CCS 3 60377 0% 57% 4
4 IFT GLO 59436 0% 75% 3
5 ANGEVIN RECH MATHS 52833 0% 100% 2
6 DATA SCI INFORMAT QUAL 47547 0% 60% 3
7 DIBRIS 40957 1% 10% 16
8 BEIJING MULTIMEDIA INTELLIGENT SOFTWARE T 35221 0% 67% 2
9 TSI SIGNAL IMAGES 35221 0% 67% 2
10 DIPARTIMENTO SCI ARCHITETTURA 33961 0% 43% 3

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 JOURNAL OF MACHINE LEARNING RESEARCH 345191 12% 9% 146
2 MACHINE LEARNING 48136 4% 4% 48
3 ANALYSIS AND APPLICATIONS 32776 2% 6% 21
4 INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING 25244 2% 4% 26
5 ELECTRONIC JOURNAL OF STATISTICS 21227 2% 3% 27
6 JOURNAL OF COMPLEXITY 20062 2% 3% 25
7 ANNALS OF STATISTICS 17176 4% 1% 51
8 BERNOULLI 15963 2% 2% 28
9 NEURAL COMPUTATION 13173 3% 1% 36
10 APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS 8356 1% 2% 17

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 REPRODUCING KERNEL HILBERT SPACE 783049 10% 24% 122 Search REPRODUCING+KERNEL+HILBERT+SPACE Search REPRODUCING+KERNEL+HILBERT+SPACE
2 LEARNING THEORY 677148 9% 24% 105 Search LEARNING+THEORY Search LEARNING+THEORY
3 GENERALIZATION BOUNDS 523020 3% 60% 33 Search GENERALIZATION+BOUNDS Search GENERALIZATION+BOUNDS
4 RADEMACHER COMPLEXITY 317576 2% 52% 23 Search RADEMACHER+COMPLEXITY Search RADEMACHER+COMPLEXITY
5 STATISTICAL LEARNING THEORY 317108 4% 28% 43 Search STATISTICAL+LEARNING+THEORY Search STATISTICAL+LEARNING+THEORY
6 LEARNING RATE 314796 4% 28% 42 Search LEARNING+RATE Search LEARNING+RATE
7 COEFFICIENT REGULARIZATION 266365 1% 92% 11 Search COEFFICIENT+REGULARIZATION Search COEFFICIENT+REGULARIZATION
8 EMPIRICAL RISK MINIMIZATION 220489 2% 35% 24 Search EMPIRICAL+RISK+MINIMIZATION Search EMPIRICAL+RISK+MINIMIZATION
9 LOCAL RADEMACHER COMPLEXITY 213972 1% 90% 9 Search LOCAL+RADEMACHER+COMPLEXITY Search LOCAL+RADEMACHER+COMPLEXITY
10 DATA DEPENDENT HYPOTHESIS SPACE 211332 1% 100% 8 Search DATA+DEPENDENT+HYPOTHESIS+SPACE Search DATA+DEPENDENT+HYPOTHESIS+SPACE

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 27961 L 1 ERROR//NONPARAMETRIC REGRESSION ESTIMATION//REGRESSION ESTIMATE
2 3426 TWIN SUPPORT VECTOR MACHINE//SUPPORT VECTOR MACHINE//MULTIPLE KERNEL LEARNING
3 20324 DOMAIN ADAPTATION//TRANSFER LEARNING//MULTI TASK LEARNING
4 11783 PAC LEARNING//COMPUTATIONAL LEARNING THEORY//LEHRSTUHL MATH INFORMAT
5 32799 REJECT OPTION//BAYES CLASSIFIERS//CONVEX SURROGATE LOSS
6 12143 WHITE NOISE MODEL//DECONVOLUTION//ADAPTIVE ESTIMATION
7 2752 LASSO//VARIABLE SELECTION//ORACLE PROPERTY
8 17756 PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION
9 20007 ACTIVE LEARNING//SEMI SUPERVISED LEARNING//CO TRAINING
10 26842 LEVERAGE SCORES//RANDOMIZED LINEAR ALGEBRA//STATISTICAL LEVERAGE

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