Class information for:
Level 2: PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
3976 724 25.3 37%


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
1 4 ECONOMICS//EDUCATION & EDUCATIONAL RESEARCH//PSYCHOL 3876184
532 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//REINFORCEMENT LEARNING//ICCA JOURNAL 19644
3976 2             PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION 724
15231 1                   PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION 724

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 PREDICTION WITH EXPERT ADVICE authKW 677134 2% 94% 17
2 GAME THEORETIC PROBABILITY authKW 634368 3% 79% 19
3 REGRET MINIMIZATION authKW 562314 3% 67% 20
4 ONLINE LEARNING authKW 427098 17% 8% 121
5 APPROACHABILITY authKW 359575 2% 47% 18
6 MULTI ARMED BANDIT authKW 338859 4% 27% 30
7 MISTAKE BOUNDS authKW 324415 1% 77% 10
8 UNIVERSAL PORTFOLIOS authKW 295222 1% 100% 7
9 COMP LEARNING address 268766 3% 28% 23
10 INTERNAL REGRET authKW 253047 1% 100% 6

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 13549 36% 0% 259
2 Computer Science, Theory & Methods 3134 19% 0% 134
3 Automation & Control Systems 2735 13% 0% 94
4 Statistics & Probability 2343 14% 0% 103
5 Computer Science, Information Systems 1108 11% 0% 77
6 Social Sciences, Mathematical Methods 815 4% 0% 31
7 Operations Research & Management Science 702 7% 0% 54
8 Engineering, Electrical & Electronic 423 16% 0% 118
9 Economics 422 9% 0% 66
10 Mathematics, Applied 375 10% 0% 74

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 COMP LEARNING 268766 3% 28% 23
2 SEQUEL PROJECT 224926 1% 67% 8
3 INF SCI TECH 84349 0% 100% 2
4 MANAGERIAL ECON DECIS SCI 70789 2% 11% 15
5 BUSINESS INTELLIGENCE ANALYTHOWE TECHNOL M 42175 0% 100% 1
6 DIPARTIMENTO POLIT SVILUPPO COES 42175 0% 100% 1
7 ENGN ECON LEARNING NETWORKS 42175 0% 100% 1
8 EXPLORATORY STREAM PROC GRP 42175 0% 100% 1
9 FRE 3232 MATH 42175 0% 100% 1
10 INFOCAMM 42175 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 MACHINE LEARNING RESEARCH 128088 10% 4% 69
2 MACHINE LEARNING 95747 7% 4% 53
3 MATHEMATICS OF OPERATIONS RESEARCH 15098 4% 1% 26
4 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 6859 7% 0% 52
5 IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING 6423 2% 1% 12
6 THEORETICAL COMPUTER SCIENCE 5339 5% 0% 37
7 GAMES AND ECONOMIC BEHAVIOR 4941 2% 1% 16
8 JOURNAL OF COMPUTER AND SYSTEM SCIENCES 2765 2% 1% 12
9 MATHEMATICAL FINANCE 2754 1% 1% 6
10 INFORMATION AND COMPUTATION 2401 2% 1% 11

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 PREDICTION WITH EXPERT ADVICE 677134 2% 94% 17 Search PREDICTION+WITH+EXPERT+ADVICE Search PREDICTION+WITH+EXPERT+ADVICE
2 GAME THEORETIC PROBABILITY 634368 3% 79% 19 Search GAME+THEORETIC+PROBABILITY Search GAME+THEORETIC+PROBABILITY
3 REGRET MINIMIZATION 562314 3% 67% 20 Search REGRET+MINIMIZATION Search REGRET+MINIMIZATION
4 ONLINE LEARNING 427098 17% 8% 121 Search ONLINE+LEARNING Search ONLINE+LEARNING
5 APPROACHABILITY 359575 2% 47% 18 Search APPROACHABILITY Search APPROACHABILITY
6 MULTI ARMED BANDIT 338859 4% 27% 30 Search MULTI+ARMED+BANDIT Search MULTI+ARMED+BANDIT
7 MISTAKE BOUNDS 324415 1% 77% 10 Search MISTAKE+BOUNDS Search MISTAKE+BOUNDS
8 UNIVERSAL PORTFOLIOS 295222 1% 100% 7 Search UNIVERSAL+PORTFOLIOS Search UNIVERSAL+PORTFOLIOS
9 INTERNAL REGRET 253047 1% 100% 6 Search INTERNAL+REGRET Search INTERNAL+REGRET
10 RELATIVE LOSS BOUNDS 253047 1% 100% 6 Search RELATIVE+LOSS+BOUNDS Search RELATIVE+LOSS+BOUNDS

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 AL-NAJJAR, N , POMATTO, L , SANDRONI, A , (2014) CLAIM VALIDATION.AMERICAN ECONOMIC REVIEW. VOL. 104. ISSUE 11. P. 3725 -3736 20 87% 0
2 FEINBERG, Y , LAMBERT, NS , (2015) MOSTLY CALIBRATED.INTERNATIONAL JOURNAL OF GAME THEORY. VOL. 44. ISSUE 1. P. 153 -163 16 100% 0
3 MANNOR, S , SHINIKIN, N , (2008) REGRET MINIMIZATION IN REPEATED MATRIX GAMES WITH VARIABLE STAGE DURATION.GAMES AND ECONOMIC BEHAVIOR. VOL. 63. ISSUE 1. P. 227-258 19 95% 2
4 LEHRER, E , SOLAN, E , (2016) A GENERAL INTERNAL REGRET-FREE STRATEGY.DYNAMIC GAMES AND APPLICATIONS. VOL. 6. ISSUE 1. P. 112 -138 14 93% 0
5 VOVK, V , (2006) ON-LINE REGRESSION COMPETITIVE WITH REPRODUCING KERNEL HILBERT SPACES.THEORY AND APPLICATIONS OF MODELS OF COMPUTATION, PROCEEDINGS. VOL. 3959. ISSUE . P. 452 -463 17 94% 2
6 HU, TW , SHMAYA, E , (2013) EXPRESSIBLE INSPECTIONS.THEORETICAL ECONOMICS. VOL. 8. ISSUE 2. P. 263-280 13 100% 4
7 BERNSTEIN, A , SHIMKIN, N , (2015) RESPONSE-BASED APPROACHABILITY WITH APPLICATIONS TO GENERALIZED NO-REGRET PROBLEMS.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 16. ISSUE . P. 747 -773 13 93% 0
8 MANNOR, S , PERCHET, V , STOLTZ, G , (2014) SET-VALUED APPROACHABILITY AND ONLINE LEARNING WITH PARTIAL MONITORING.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 15. ISSUE . P. 3247 -3295 14 88% 0
9 LI, B , HOI, SCH , (2014) ONLINE PORTFOLIO SELECTION: A SURVEY.ACM COMPUTING SURVEYS. VOL. 46. ISSUE 3. P. - 31 38% 2
10 VANLI, ND , GOKCESU, K , SAYIN, MO , YILDIZ, H , KOZAT, SS , (2016) SEQUENTIAL PREDICTION OVER HIERARCHICAL STRUCTURES.IEEE TRANSACTIONS ON SIGNAL PROCESSING. VOL. 64. ISSUE 23. P. 6284 -6298 20 57% 0

Classes with closest relation at Level 2


Rank Class id link
1 235 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING
2 3182 SECRETARY PROBLEM//OPTIMAL STATIONARY POLICY//BEST CHOICE PROBLEM
3 1047 ICCA JOURNAL//REINFORCEMENT LEARNING//ICGA JOURNAL
4 511 GAMES AND ECONOMIC BEHAVIOR//INTERNATIONAL JOURNAL OF GAME THEORY//JOURNAL OF ECONOMIC THEORY
5 2632 DEVS//SIMULATION//DISTRIBUTED SIMULATION
6 357 IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY//VIDEO CODING//H264 AVC
7 2339 COMPETITIVE ANALYSIS//ONLINE ALGORITHMS//BIN PACKING
8 2585 LOGIC//JOURNAL OF SYMBOLIC LOGIC//ANNALS OF PURE AND APPLIED LOGIC
9 2533 RUIN PROBABILITY//INSURANCE MATHEMATICS & ECONOMICS//SUBEXPONENTIAL DISTRIBUTION
10 164 RECOMMENDER SYSTEMS//COLLABORATIVE FILTERING//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE

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