Concepedia

Expected Information Gain

Expected Information Gain is a metric in Bayesian Experimental Design that quantifies the anticipated reduction in posterior uncertainty about model parameters, calculated as the expected Kullback-Leibler divergence between the prior and posterior distributions over possible experimental outcomes.

228

Publications

14K

Citations

547

Authors

280

Institutions

Publications per year

2017–2026

56

Parents

Publications

228

An analog of the minimax theorem for vector payoffs

David Blackwell · Pacific Journal of Mathematics · 1956 · 758 citations · Full text

, , +13

Expected Information as Expected Utility

José M. Bernardo · The Annals of Statistics · 1979 · 582 citations

, , +17

Information Gain-based Exploration Using Rao-Blackwellized Particle Filters

Cyrill Stachniss, Giorgio Grisetti, Wolfram Burgard · 2005 · 538 citations · Full text

, , +17

Entropy search for information-efficient global optimization

Philipp Hennig, Christian J. Schuler · Journal of Machine Learning Research · 2012 · 489 citations

, , +15

Information based adaptive robotic exploration

Frédéric Bourgault, Alexei Makarenko, Stefan B. Williams et al. · 2003 · 445 citations

, , +17

1–5 of 228

Authors

547

  1. AR
    Andrew R. Willan

    University of Toronto, Canada

    5 publications · 201 citations

    5

    h-index

  2. AO
    Alfred O. Hero

    University of Michigan, United States

    4 publications · 198 citations

    4

    h-index

  3. CS
    Cyrill Stachniss

    University of Bonn, Germany

    4 publications · 651 citations

    4

    h-index

  4. KK
    Keith Kastella

    University of Michigan, United States

    4 publications · 198 citations

    4

    h-index

  5. LT
    Laurence T. Maloney

    New York University, United States

    4 publications · 191 citations

    4

    h-index

1–5 of 547

Institutions

280

  1. Stanford University

    Stanford, United States

    10 h-index

    19 publications

    1.2K citations

  2. University of Michigan

    Ann Arbor, United States

    9 h-index

    13 publications

    590 citations

  3. University of Oxford

    Oxford, United Kingdom

    6 h-index

    9 publications

    186 citations

  4. University of Toronto

    Toronto, Canada

    6 h-index

    8 publications

    402 citations

  5. University of Bristol

    Bristol, United Kingdom

    6 h-index

    8 publications

    272 citations

  6. University of Cambridge

    Cambridge, United Kingdom

    5 h-index

    11 publications

    1.6K citations

  7. New York University

    New York, United States

    5 h-index

    11 publications

    529 citations

  8. Massachusetts Institute of Technology

    Cambridge, United States

    5 h-index

    9 publications

    564 citations

1–8 of 280

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 654 citations

    11

    h-index

  2. Journal of Vision

    5 publications · 633 citations

    5

    h-index

  3. 4

    h-index

  4. Cognitive Science

    3 publications · 807 citations

    3

    h-index

  5. 3

    h-index

1–5