Class information for:
Level 1: MULTI ARMED BANDIT//GITTINS INDEX//INDEX POLICIES

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
14 4 MATHEMATICS//MATHEMATICS, APPLIED//MATH 912822
424 3       BUSINESS, FINANCE//INSURANCE MATHEMATICS & ECONOMICS//OPTION PRICING 29904
2932 2             SECRETARY PROBLEM//STOCHASTIC GAMES//MULTI ARMED BANDIT 2955
18952 1                   MULTI ARMED BANDIT//GITTINS INDEX//INDEX POLICIES 551

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MULTI ARMED BANDIT authKW 1744482 11% 50% 61
2 GITTINS INDEX authKW 1703596 8% 68% 44
3 INDEX POLICIES authKW 991417 5% 67% 26
4 RESTLESS BANDITS authKW 784411 4% 57% 24
5 BANDIT PROBLEMS authKW 751588 5% 45% 29
6 MULTI ARMED BANDIT PROBLEM authKW 586628 4% 51% 20
7 SUBOPTIMALITY BOUND authKW 400387 1% 100% 7
8 BANDIT PROCESSES authKW 285991 1% 100% 5
9 CONTEXTUAL BANDITS authKW 281585 1% 62% 8
10 INDEXABILITY authKW 233553 1% 58% 7

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Operations Research & Management Science 10654 32% 0% 174
2 Statistics & Probability 8656 31% 0% 169
3 Automation & Control Systems 1890 13% 0% 69
4 Management 766 9% 0% 47
5 Mathematics, Applied 600 14% 0% 78
6 Computer Science, Artificial Intelligence 399 8% 0% 42
7 Computer Science, Theory & Methods 380 8% 0% 43
8 Engineering, Electrical & Electronic 223 14% 0% 78
9 Computer Science, Hardware & Architecture 154 3% 0% 18
10 Computer Science, Information Systems 125 5% 0% 25

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 SEQUEL PROJECT 171588 1% 50% 6
2 ADS OPTIMIZAT TEAM 57198 0% 100% 1
3 DIPARTIMENTO POLIT SVILUPPO COES 57198 0% 100% 1
4 DMTEPFL 57198 0% 100% 1
5 ENGN BIG DATA ANALYT TECHNOL 57198 0% 100% 1
6 ENGN ECON LEARNING NETWORKS 57198 0% 100% 1
7 ENGN MACHINE LEARNING 57198 0% 100% 1
8 EXPLORATORY STREAM PROC GRP 57198 0% 100% 1
9 INFORMAT ANALYT GRP 57198 0% 100% 1
10 INRIA CNRSS LRI 57198 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ADVANCES IN APPLIED PROBABILITY 19696 5% 1% 26
2 MATHEMATICS OF OPERATIONS RESEARCH 18531 5% 1% 25
3 OPERATIONS RESEARCH 18111 6% 1% 33
4 NAVAL RESEARCH LOGISTICS 8978 3% 1% 18
5 JOURNAL OF MACHINE LEARNING RESEARCH 8952 3% 1% 16
6 JOURNAL OF APPLIED PROBABILITY 8528 4% 1% 23
7 PROBABILITY IN THE ENGINEERING AND INFORMATIONAL SCIENCES 8002 2% 1% 10
8 QUEUEING SYSTEMS 7163 2% 1% 12
9 MATHEMATICAL METHODS OF OPERATIONS RESEARCH 4424 2% 1% 9
10 ANNALS OF STATISTICS 4123 3% 0% 17

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 MULTI ARMED BANDIT 1744482 11% 50% 61 Search MULTI+ARMED+BANDIT Search MULTI+ARMED+BANDIT
2 GITTINS INDEX 1703596 8% 68% 44 Search GITTINS+INDEX Search GITTINS+INDEX
3 INDEX POLICIES 991417 5% 67% 26 Search INDEX+POLICIES Search INDEX+POLICIES
4 RESTLESS BANDITS 784411 4% 57% 24 Search RESTLESS+BANDITS Search RESTLESS+BANDITS
5 BANDIT PROBLEMS 751588 5% 45% 29 Search BANDIT+PROBLEMS Search BANDIT+PROBLEMS
6 MULTI ARMED BANDIT PROBLEM 586628 4% 51% 20 Search MULTI+ARMED+BANDIT+PROBLEM Search MULTI+ARMED+BANDIT+PROBLEM
7 SUBOPTIMALITY BOUND 400387 1% 100% 7 Search SUBOPTIMALITY+BOUND Search SUBOPTIMALITY+BOUND
8 BANDIT PROCESSES 285991 1% 100% 5 Search BANDIT+PROCESSES Search BANDIT+PROCESSES
9 CONTEXTUAL BANDITS 281585 1% 62% 8 Search CONTEXTUAL+BANDITS Search CONTEXTUAL+BANDITS
10 INDEXABILITY 233553 1% 58% 7 Search INDEXABILITY Search INDEXABILITY

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 37905 Q BINOMIAL DISTRIBUTION//EULER DISTRIBUTION//HEINE DISTRIBUTION
2 15151 FLEXIBLE SERVERS//PARALLEL QUEUES//BUCKET BRIGADES
3 17756 PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION
4 25678 SET INDEXED PROCESS//ADAPTED RANDOM SET//SET INDEXED MARTINGALE
5 14622 RESPONSE ADAPTIVE DESIGN//BIASED COIN DESIGN//DOUBLY ADAPTIVE BIASED COIN DESIGN
6 9559 OPTIMAL STATIONARY POLICY//CONTINUOUS TIME MARKOV DECISION PROCESS//ESTADIST CALCULO
7 17987 INFORMATIONAL CASCADES//INFORMATION CASCADES//STRATEGIC EXPERIMENTATION
8 18154 SEQUENTIAL DETECTION//SHIRYAEV ROBERTS PROCEDURE//QUICKEST CHANGE DETECTION
9 20268 STOCHASTIC ADAPTIVE CONTROL//OPTIMALITY ALMOST SURELY//FINITE MODEL ADAPTIVE CONTROL
10 10428 REINFORCEMENT LEARNING//MULTIAGENT LEARNING//Q LEARNING

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