Class information for:
Level 1: PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION

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
17756 1                   PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION 612

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 PREDICTION WITH EXPERT ADVICE authKW 826808 3% 94% 17
2 GAME THEORETIC PROBABILITY authKW 823941 3% 80% 20
3 REGRET MINIMIZATION authKW 521390 3% 56% 18
4 ONLINE LEARNING authKW 412029 18% 7% 112
5 UNIVERSAL PORTFOLIOS authKW 411975 1% 100% 8
6 APPROACHABILITY authKW 362970 3% 41% 17
7 COMP LEARNING address 344874 4% 28% 24
8 MISTAKE BOUNDS authKW 320859 1% 69% 9
9 INTERNAL REGRET authKW 308981 1% 100% 6
10 RELATIVE LOSS BOUNDS authKW 308981 1% 100% 6

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 13625 39% 0% 240
2 Computer Science, Theory & Methods 3108 20% 0% 122
3 Automation & Control Systems 1306 10% 0% 61
4 Statistics & Probability 1290 12% 0% 71
5 Social Sciences, Mathematical Methods 734 4% 0% 27
6 Computer Science, Information Systems 665 9% 0% 56
7 Economics 484 10% 0% 64
8 Mathematics, Applied 467 12% 0% 74
9 Mathematics, Interdisciplinary Applications 291 5% 0% 33
10 Operations Research & Management Science 255 5% 0% 31

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 COMP LEARNING 344874 4% 28% 24
2 CAMBRIDGE 8 102994 0% 100% 2
3 INF SCI TECH 102994 0% 100% 2
4 MANAGERIAL ECON DECIS SCI 96199 3% 12% 16
5 COMPETIT SIGNAL PROC 51497 0% 100% 1
6 EE CS ISE 51497 0% 100% 1
7 FRE 3232 MATH 51497 0% 100% 1
8 INTERNET ECOL GRP 51497 0% 100% 1
9 MACHINE LEARNING PROGRAM 51497 0% 100% 1
10 MATH STUDIES ECON MANAGEMENT SCI 51497 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MACHINE LEARNING 93924 8% 4% 48
2 JOURNAL OF MACHINE LEARNING RESEARCH 92021 9% 3% 54
3 MATHEMATICS OF OPERATIONS RESEARCH 10667 3% 1% 20
4 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 8067 8% 0% 51
5 GAMES AND ECONOMIC BEHAVIOR 6457 3% 1% 17
6 DYNAMIC GAMES AND APPLICATIONS 4570 1% 2% 4
7 THEORETICAL COMPUTER SCIENCE 4219 5% 0% 30
8 THEORETICAL ECONOMICS 3498 1% 2% 4
9 MATHEMATICAL FINANCE 3246 1% 1% 6
10 INFORMATION AND COMPUTATION 2848 2% 1% 11

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 PREDICTION WITH EXPERT ADVICE 826808 3% 94% 17 Search PREDICTION+WITH+EXPERT+ADVICE Search PREDICTION+WITH+EXPERT+ADVICE
2 GAME THEORETIC PROBABILITY 823941 3% 80% 20 Search GAME+THEORETIC+PROBABILITY Search GAME+THEORETIC+PROBABILITY
3 REGRET MINIMIZATION 521390 3% 56% 18 Search REGRET+MINIMIZATION Search REGRET+MINIMIZATION
4 ONLINE LEARNING 412029 18% 7% 112 Search ONLINE+LEARNING Search ONLINE+LEARNING
5 UNIVERSAL PORTFOLIOS 411975 1% 100% 8 Search UNIVERSAL+PORTFOLIOS Search UNIVERSAL+PORTFOLIOS
6 APPROACHABILITY 362970 3% 41% 17 Search APPROACHABILITY Search APPROACHABILITY
7 MISTAKE BOUNDS 320859 1% 69% 9 Search MISTAKE+BOUNDS Search MISTAKE+BOUNDS
8 INTERNAL REGRET 308981 1% 100% 6 Search INTERNAL+REGRET Search INTERNAL+REGRET
9 RELATIVE LOSS BOUNDS 308981 1% 100% 6 Search RELATIVE+LOSS+BOUNDS Search RELATIVE+LOSS+BOUNDS
10 PARTIAL MONITORING 264839 1% 86% 6 Search PARTIAL+MONITORING Search PARTIAL+MONITORING

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 5845 UNIVERSAL CODING//TEXT COMPRESSION//IEEE TRANSACTIONS ON INFORMATION THEORY
2 18952 MULTI ARMED BANDIT//GITTINS INDEX//INDEX POLICIES
3 9379 REPRODUCING KERNEL HILBERT SPACE//LEARNING THEORY//GENERALIZATION BOUNDS
4 18741 CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION
5 11783 PAC LEARNING//COMPUTATIONAL LEARNING THEORY//LEHRSTUHL MATH INFORMAT
6 20324 DOMAIN ADAPTATION//TRANSFER LEARNING//MULTI TASK LEARNING
7 3590 EQUILIBRIUM SELECTION//GAMES AND ECONOMIC BEHAVIOR//COORDINATION GAMES
8 16262 STATISTICAL MACHINE TRANSLATION//MACHINE TRANSLATION//COMPUTATIONAL LINGUISTICS
9 17032 MULTI LABEL CLASSIFICATION//MULTI LABEL LEARNING//MULTIPLE INSTANCE LEARNING
10 26842 LEVERAGE SCORES//RANDOMIZED LINEAR ALGEBRA//STATISTICAL LEVERAGE

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