Concepedia

Multi-armed Bandit Optimization

Multi-Armed Bandit Optimization is a sequential decision-making framework in personalization analytics that dynamically balances exploration and exploitation to maximize cumulative rewards by allocating traffic or resources across competing alternatives based on observed performance outcomes.

591

Publications

31.7K

Citations

1.3K

Authors

503

Institutions

Publications per year

2017–2026

303

Parents

Publications

591

Finite-time Analysis of the Multiarmed Bandit Problem

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

, , +13

Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design

Niranjan Srinivas, Andreas Krause, Sham M. Kakade et al. · Infoscience (Ecole Polytechnique Fédérale de Lausanne) · 2009 · 1.1K citations · Full text

, , +16

Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting

Niranjan Srinivas, Andreas Krause, Sham M. Kakade et al. · IEEE Transactions on Information Theory · 2012 · 964 citations · Full text

, , +15

Exploration–exploitation tradeoff using variance estimates in multi-armed bandits

Jean-Yves Audibert, Rémi Munos, Csaba Szepesvári · Theoretical Computer Science · 2009 · 566 citations

, , +12

Sample mean based index policies by<i>O</i>(log<i>n</i>) regret for the multi-armed bandit problem

Rajeev Agrawal · Advances in Applied Probability · 1995 · 556 citations

, , +11

1–5 of 591

Authors

1.3K

  1. SH
    Sherief Hashima

    Egyptian Atomic Energy Authority, Egypt

    11 publications · 379 citations

    11

    h-index

  2. EM
    Ehab Mahmoud Mohamed

    Aswan University, Egypt

    11 publications · 396 citations

    11

    h-index

  3. KH
    Kohei Hatano

    Kyushu University, Japan

    11 publications · 379 citations

    11

    h-index

  4. BK
    Bhaskar Krishnamachari

    University of Southern California, United States

    11 publications · 1K citations

    10

    h-index

  5. ML
    Mingyan Liu

    University of Michigan, United States

    9 publications · 236 citations

    9

    h-index

1–5 of 1.3K

Institutions

503

  1. Tsinghua University

    Beijing, China

    18 h-index

    50 publications

    5K citations

  2. Cornell University

    Ithaca, United States

    17 h-index

    26 publications

    2.8K citations

  3. Microsoft (United States)

    Redmond, United States

    16 h-index

    26 publications

    3K citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    13 h-index

    26 publications

    901 citations

  5. University of Michigan

    Ann Arbor, United States

    13 h-index

    24 publications

    1.1K citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    13 h-index

    37 publications

    1.6K citations

  7. University of California, Berkeley

    Berkeley, United States

    12 h-index

    28 publications

    3K citations

  8. Shanghai Jiao Tong University

    Shanghai, China

    12 h-index

    34 publications

    922 citations

1–8 of 503

Venues

  1. arXiv (Cornell University)

    Repository · 72 publications · 2.1K citations

    25

    h-index

  2. IEEE Transactions on Wireless Communications

    18 publications · 817 citations

    17

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 14 publications · 720 citations

    13

    h-index

  4. IEEE Transactions on Vehicular Technology

    13 publications · 786 citations

    12

    h-index

  5. 9

    h-index

1–5