Concepedia

Learning Under Uncertainty

Learning Under Uncertainty is a theoretical framework in the study of learning in experiments that characterizes how agents acquire and update knowledge in dynamic environments where outcomes are probabilistic, feedback is incomplete, or the underlying model of the world is not fully known.

655

Publications

50.4K

Citations

1.4K

Authors

634

Institutions

Publications per year

2017–2026

179

Parents

Publications

655

Learning the value of information in an uncertain world

Timothy E.J. Behrens, Mark W. Woolrich, Mark E. Walton et al. · Nature Neuroscience · 2007 · 2.2K citations

, , +12

Discrete Coding of Reward Probability and Uncertainty by Dopamine Neurons

Christopher D. Fiorillo, Philippe N. Tobler, Wolfram Schultz · Science · 2003 · 2.1K citations

, , +17

Learning in extensive-form games: Experimental data and simple dynamic models in the intermediate term

Alvin E. Roth, Ido Erev · Games and Economic Behavior · 1995 · 1.7K citations

, , +16

Uncertainty in Artificial Intelligence

L. N. Kanal, J. F. Lemmer, Andrew P. Sage · IEEE Transactions on Systems Man and Cybernetics · 1987 · 945 citations

, , +11

Pathological Outcomes of Observational Learning

Lones Smith · Econometrica · 2000 · 816 citations · Full text

, , +15

1–5 of 655

Authors

1.4K

  1. WK
    W. K. Estes

    Rockefeller University, United States

    6 publications · 882 citations

    6

    h-index

  2. AJ
    Ali Jadbabaie

    University of Pennsylvania, United States

    6 publications · 271 citations

    6

    h-index

  3. PD
    Peter Dayan

    University College London, United Kingdom

    6 publications · 704 citations

    6

    h-index

  4. ND
    Nathaniel D. Daw

    Princeton University, United States

    6 publications · 454 citations

    6

    h-index

  5. PS
    Philipp Strack

    Yale University, United States

    6 publications · 311 citations

    6

    h-index

1–5 of 1.4K

Institutions

634

  1. University College London

    London, United Kingdom

    20 h-index

    67 publications

    5.4K citations

  2. University of California, Berkeley

    Berkeley, United States

    14 h-index

    24 publications

    1.9K citations

  3. Princeton University

    Princeton, United States

    13 h-index

    20 publications

    1.7K citations

  4. Columbia University

    New York, United States

    13 h-index

    24 publications

    1.2K citations

  5. Massachusetts Institute of Technology

    Cambridge, United States

    12 h-index

    29 publications

    1.9K citations

  6. The University of Texas at Austin

    Austin, United States

    11 h-index

    14 publications

    424 citations

  7. Purdue University West Lafayette

    West Lafayette, United States

    11 h-index

    14 publications

    404 citations

  8. Harvard University

    Cambridge, United States

    11 h-index

    17 publications

    1.1K citations

1–8 of 634

Venues

  1. arXiv (Cornell University)

    Repository · 36 publications · 3.5K citations

    26

    h-index

  2. SSRN Electronic Journal

    Repository · 23 publications · 685 citations

    16

    h-index

  3. Journal of Economic Dynamics and Control

    13 publications · 844 citations

    13

    h-index

  4. Journal of Experimental Psychology

    15 publications · 575 citations

    12

    h-index

  5. Psychological Review

    11 publications · 1.1K citations

    11

    h-index

1–5