Concepedia

Exploration Trade-off

Exploration Trade-Off is a theoretical construct in autonomous exploration that characterizes the inherent compromise between the acquisition of novel environmental information and the efficient utilization of limited computational or physical resources.

110

Publications

9.6K

Citations

345

Authors

199

Institutions

Publications per year

2017–2026

57

Parents

Publications

110

Using confidence bounds for exploitation-exploration trade-offs

Peter Auer · 2003 · 1.3K citations

, , +9

Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems

Sébastien Bubeck · Foundations and Trends® in Machine Learning · 2012 · 1.2K citations

, , +14

Analysis of Thompson Sampling for the multi-armed bandit problem

Shipra Agrawal, Navin Goyal · arXiv (Cornell University) · 2011 · 743 citations · Full text

, , +14

Pupil Diameter Predicts Changes in the Exploration–Exploitation Trade-off: Evidence for the Adaptive Gain Theory

Marieke Jepma, Sander Nieuwenhuis · Journal of Cognitive Neuroscience · 2010 · 466 citations

, , +17

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

1–5 of 110

Authors

345

  1. SA
    Shipra Agrawal

    Columbia University, United States

    3 publications · 1.1K citations

    3

    h-index

  2. PJ
    Patrick Jaillet

    Massachusetts Institute of Technology, United States

    3 publications · 106 citations

    3

    h-index

  3. PA
    Peter Auer

    Montanuniversität Leoben, Austria

    3 publications · 1.3K citations

    3

    h-index

  4. OB
    Omar Besbes

    Columbia University, United States

    3 publications · 252 citations

    3

    h-index

  5. MJ
    Marieke Jepma

    Leiden University, Netherlands

    3 publications · 523 citations

    3

    h-index

1–5 of 345

Institutions

199

  1. National University of Singapore

    Singapore, Singapore

    6 h-index

    13 publications

    707 citations

  2. University College London

    London, United Kingdom

    6 h-index

    19 publications

    480 citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    5 h-index

    6 publications

    242 citations

  4. Sorbonne Université

    Paris, France

    5 h-index

    24 publications

    1.3K citations

  5. University of Arizona

    Tucson, United States

    4 h-index

    6 publications

    333 citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    7 publications

    755 citations

  7. Columbia University

    New York, United States

    4 h-index

    6 publications

    314 citations

  8. Leiden University

    Leiden, The Netherlands

    3 h-index

    6 publications

    633 citations

1–8 of 199

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 1.3K citations

    10

    h-index

  2. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 4 publications · 87 citations

    4

    h-index

  3. eLife

    3 publications · 302 citations

    3

    h-index

  4. Nature Communications

    3 publications · 114 citations

    3

    h-index

  5. Management Science

    3 publications · 306 citations

    3

    h-index

1–5