Concepedia

Information-directed Sampling

Information-Directed Sampling is a sequential decision-making strategy within the exploration-exploitation tradeoff that selects actions by minimizing the ratio of expected regret to expected information gain, thereby prioritizing actions that optimally balance reward optimization with information acquisition.

29

Publications

944

Citations

86

Authors

53

Institutions

Publications per year

2017–2026

20

Parents

Publications

29

A distinct inferential mechanism for delusions in schizophrenia

Seth C. Baker, Anna B. Konova, Nathaniel D. Daw et al. · Brain · 2019 · 104 citations · Full text

, , +13

Disrupted `reflection' impulsivity in cannabis users but not current or former ecstasy users

Luke Clark · Journal of Psychopharmacology · 2008 · 91 citations · Full text

, , +12

Information Directed Sampling and Bandits with Heteroscedastic Noise

Johannes Kirschner, Andreas Krause · arXiv (Cornell University) · 2018 · 73 citations · Full text

, , +16

Information‐driven robotic sampling in the coastal ocean

Trygve Olav Fossum, Jo Eidsvik, Ingrid Ellingsen et al. · Journal of Field Robotics · 2018 · 56 citations · Full text

, , +14

Generative Design by Using Exploration Approaches of Reinforcement Learning in Density-Based Structural Topology Optimization

Hongbo Sun, Ma Ling · Designs · 2020 · 54 citations · Full text

, , +16

1–5 of 29

Authors

86

  1. JK
    Johannes Kirschner

    ETH Zurich, Switzerland

    4 publications · 116 citations

    4

    h-index

  2. AK
    Andreas Krause

    ETH Zurich, Switzerland

    3 publications · 106 citations

    3

    h-index

  3. FL
    Fang Liu

    University of Notre Dame, United States

    2 publications · 38 citations

    2

    h-index

  4. DM
    Douglas Markant

    University of North Carolina at Charlotte, United States

    2 publications · 56 citations

    2

    h-index

  5. SB
    Swapna Buccapatnam

    Princeton University, United States

    2 publications · 38 citations

    2

    h-index

1–5 of 86

Institutions

53

  1. University of Cambridge

    Cambridge, United Kingdom

    3 h-index

    5 publications

    233 citations

  2. ETH Zurich

    Zurich, Switzerland

    3 h-index

    6 publications

    87 citations

  3. Princeton University

    Princeton, United States

    3 h-index

    3 publications

    160 citations

  4. Northwestern University

    Evanston, United States

    2 h-index

    3 publications

    59 citations

  5. Cambridge School

    Lisbon, Portugal

    2 h-index

    2 publications

    68 citations

  6. New York University

    New York, United States

    2 h-index

    2 publications

    42 citations

  7. Google (United States)

    Mountain View, United States

    2 h-index

    5 publications

    50 citations

  8. Stanford University

    Stanford, United States

    2 h-index

    5 publications

    128 citations

1–8 of 53

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 124 citations

    5

    h-index

  2. eScholarship (California Digital Library)

    Repository · 2 publications · 56 citations

    2

    h-index

  3. UCL Discovery (University College London)

    Repository · 1 publications · 31 citations

    1

    h-index

  4. Developmental Psychology

    1 publications · 16 citations

    1

    h-index

  5. Human Communication Research

    1 publications · 17 citations

    1

    h-index

1–5