Concepedia

Value Function Estimation

Value Function Estimation is a computational method in preference modeling that quantifies the relative desirability of alternatives by assigning scalar values to outcomes based on observed preferences, thereby enabling the prediction and optimization of decision-making behavior.

566

Publications

45.4K

Citations

1.2K

Authors

501

Institutions

Publications per year

2017–2026

158

Parents

Publications

566

Playing Atari with Deep Reinforcement Learning

Volodymyr Mnih, Koray Kavukcuoglu, David Silver et al. · arXiv (Cornell University) · 2013 · 5.1K citations · Full text

, , +16

Policy Gradient Methods for Reinforcement Learning with Function Approximation

Richard S. Sutton, David McAllester, Satinder Singh et al. · 1999 · 5K citations

, , +13

High-Dimensional Continuous Control Using Generalized Advantage Estimation

John Schulman, Philipp Moritz, Sergey Levine et al. · arXiv (Cornell University) · 2015 · 1.8K citations · Full text

, , +17

Visual fixations and the computation and comparison of value in simple choice

Ian Krajbich, Carrie Armel, Antonio Rangel · Nature Neuroscience · 2010 · 1.5K citations

, , +7

Curvature of the Probability Weighting Function

G. Y. Wu, Richard Gonzalez · Management Science · 1996 · 1K citations

, , +17

1–5 of 566

Authors

1.2K

  1. SM
    Shie Mannor

    Technion – Israel Institute of Technology, Israel

    10 publications · 795 citations

    10

    h-index

  2. DS
    David Silver

    Google DeepMind (United Kingdom), United Kingdom

    7 publications · 6K citations

    7

    h-index

  3. DP
    Doina Precup

    McGill University, Canada

    6 publications · 137 citations

    6

    h-index

  4. OP
    Olivier Pietquin

    Supélec, France

    6 publications · 180 citations

    6

    h-index

  5. MG
    Mohammad Ghavamzadeh

    Adobe Systems (United States), United States

    7 publications · 274 citations

    6

    h-index

1–5 of 1.2K

Institutions

501

  1. Massachusetts Institute of Technology

    Cambridge, United States

    16 h-index

    46 publications

    4.1K citations

  2. Stanford University

    Stanford, United States

    15 h-index

    27 publications

    4.5K citations

  3. University of California, Berkeley

    Berkeley, United States

    12 h-index

    23 publications

    9.9K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    12 h-index

    18 publications

    758 citations

  5. University of Alberta

    Edmonton, Canada

    12 h-index

    33 publications

    1.5K citations

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

    Le Chesnay-Rocquencourt, France

    12 h-index

    20 publications

    1.7K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    11 h-index

    15 publications

    516 citations

  8. Columbia University

    New York, United States

    10 h-index

    11 publications

    495 citations

1–8 of 501

Venues

  1. arXiv (Cornell University)

    Repository · 51 publications · 9.4K citations

    27

    h-index

  2. SIAM Journal on Control and Optimization

    14 publications · 595 citations

    14

    h-index

  3. Management Science

    11 publications · 1.7K citations

    11

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 12 publications · 772 citations

    10

    h-index

  5. IEEE Transactions on Automatic Control

    8 publications · 1K citations

    8

    h-index

1–5