Concepedia

Bandit Algorithms

Bandit Algorithms is a class of sequential decision-making algorithms that address the exploration-exploitation tradeoff in stochastic environments by iteratively selecting actions to maximize cumulative rewards based on partial feedback.

1.9K

Publications

112.1K

Citations

3.1K

Authors

821

Institutions

Publications per year

2017–2026

942

Variants

Mab AlgorithmsMulti-armed Bandit Algorithms

Parents

Publications

1.9K

Finite-time Analysis of the Multiarmed Bandit Problem

Peter Auer, Nicolò Cesa‐Bianchi, Paul Fischer · Machine Learning · 2002 · 5.8K citations · Full text

, , +13

A contextual-bandit approach to personalized news article recommendation

Lihong Li, Wei Chu, John Langford et al. · 2010 · 2.5K citations · Full text

, , +16

The Nonstochastic Multiarmed Bandit Problem

Peter Auer, Nicolò Cesa‐Bianchi, Yoav Freund et al. · SIAM Journal on Computing · 2002 · 2.3K citations

, , +12

Learning to rank

Zhe Cao, Tao Qin, Tie‐Yan Liu et al. · 2007 · 2K citations

, , +16

Bandit Processes and Dynamic Allocation Indices

John Gittins · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1979 · 1.5K citations

, , +11

1–5 of 1.9K

Authors

3.1K

  1. CS
    Csaba Szepesvári

    University of Alberta, Canada

    42 publications · 3.7K citations

    27

    h-index

  2. AS
    Aleksandrs Slivkins

    Microsoft (United States), United States

    35 publications · 2.3K citations

    23

    h-index

  3. SB
    Sébastien Bubeck

    Microsoft (United States), United States

    28 publications · 2.2K citations

    21

    h-index

  4. JL
    John Langford

    Microsoft (United States), United States

    26 publications · 5.5K citations

    21

    h-index

  5. RM
    Rémi Munos

    Google (United States), United States

    28 publications · 2.9K citations

    21

    h-index

1–5 of 3.1K

Institutions

821

  1. Microsoft (United States)

    Redmond, United States

    40 h-index

    144 publications

    12.7K citations

  2. Cornell University

    Ithaca, United States

    38 h-index

    117 publications

    8.7K citations

  3. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    31 h-index

    79 publications

    6.1K citations

  4. Princeton University

    Princeton, United States

    30 h-index

    81 publications

    7.9K citations

  5. University of Alberta

    Edmonton, Canada

    30 h-index

    72 publications

    6.7K citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    30 h-index

    101 publications

    6.4K citations

  7. University of California, Berkeley

    Berkeley, United States

    29 h-index

    89 publications

    8.3K citations

  8. Carnegie Mellon University

    Pittsburgh, United States

    27 h-index

    119 publications

    9.4K citations

1–8 of 821

Venues

  1. arXiv (Cornell University)

    Repository · 435 publications · 19.2K citations

    62

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 58 publications · 2.2K citations

    26

    h-index

  3. Neural Information Processing Systems

    Conference · 40 publications · 1.4K citations

    20

    h-index

  4. IEEE Transactions on Automatic Control

    22 publications · 1.9K citations

    19

    h-index

  5. HAL (Le Centre pour la Communication Scientifique Directe)

    Repository · 21 publications · 1.8K citations

    18

    h-index

1–5