Concepedia

Exploitation Tradeoff

Exploitation Tradeoff is a decision-making framework in recommendation systems that belongs to the class of tradeoff strategies between leveraging known user preferences to maximize immediate utility and exploring new items to improve long-term performance.

93

Publications

5.4K

Citations

246

Authors

125

Institutions

Publications per year

2017–2026

48

Parents

Publications

93

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

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

, , +12

The Exploration/Exploitation Tradeoff in Dynamic Cellular Genetic Algorithms

Enrique Alba, Bernabè Dorronsoro · IEEE Transactions on Evolutionary Computation · 2005 · 452 citations

, , +15

Unpacking the exploration–exploitation tradeoff: A synthesis of human and animal literatures.

Katja Mehlhorn, Ben R. Newell, Peter M. Todd et al. · Decision · 2015 · 419 citations · Full text

, , +17

Selective pressure in evolutionary algorithms: a characterization of selection mechanisms

Thomas Bäck · 2002 · 372 citations

, , +15

Pairwise ranking aggregation in a crowdsourced setting

Xi Chen, Paul N. Bennett, Kevyn Collins‐Thompson et al. · 2013 · 307 citations

, , +14

1–5 of 93

Authors

246

  1. HW
    Huasen Wu

    University of California, Davis, United States

    4 publications · 99 citations

    4

    h-index

  2. CJ
    Chi Jin

    University of California, Berkeley, United States

    4 publications · 83 citations

    4

    h-index

  3. ZY
    Zhuoran Yang

    Princeton University, United States

    3 publications · 68 citations

    3

    h-index

  4. QW
    Qingyun Wu

    University of Virginia, United States

    3 publications · 250 citations

    3

    h-index

  5. XH
    Xi Huang

    ShanghaiTech University, China

    3 publications · 60 citations

    3

    h-index

1–5 of 246

Institutions

125

  1. University of Illinois Urbana-Champaign

    Urbana, United States

    5 h-index

    10 publications

    230 citations

  2. Princeton University

    Princeton, United States

    4 h-index

    5 publications

    167 citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    4 h-index

    4 publications

    81 citations

  4. Google (United States)

    Mountain View, United States

    4 h-index

    13 publications

    441 citations

  5. University of California, Davis

    Davis, United States

    3 h-index

    6 publications

    168 citations

  6. ShanghaiTech University

    Shanghai, China

    3 h-index

    15 publications

    300 citations

  7. Microsoft (United States)

    Redmond, United States

    3 h-index

    8 publications

    1.2K citations

  8. University of Virginia

    Charlottesville, United States

    3 h-index

    9 publications

    750 citations

1–8 of 125

Venues

  1. arXiv (Cornell University)

    Repository · 16 publications · 430 citations

    13

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 174 citations

    4

    h-index

  3. International Conference on Machine Learning

    Conference · 3 publications · 84 citations

    3

    h-index

  4. IEEE/ACM Transactions on Networking

    TON · 2 publications · 85 citations

    2

    h-index

  5. Management Science

    2 publications · 50 citations

    2

    h-index

1–5