Concepedia

Sampling-based Decision Making

Sampling-Based Decision Making is a decision-making paradigm within the bounded rationality framework that, as a genus, relies on drawing limited samples from available options or outcomes rather than exhaustive evaluation, and, as its differentia, leverages probabilistic heuristics to approximate optimal choices under cognitive or computational constraints.

271

Publications

14.3K

Citations

539

Authors

312

Institutions

Publications per year

2017–2026

57

Parents

Publications

271

Sampling in developmental science: Situations, shortcomings, solutions, and standards

Marc H. Bornstein, Justin Jager, Diane L. Putnick · Developmental Review · 2013 · 745 citations

, , +12

One and Done? Optimal Decisions From Very Few Samples

Edward Vul, Noah D. Goodman, Thomas L. Griffiths et al. · Cognitive Science · 2014 · 533 citations

, , +10

Is your dataset big enough? Sample size requirements when using artificial neural networks for discrete choice analysis

Ahmad Alwosheel, Sander van Cranenburgh, Caspar Chorus · Journal of Choice Modelling · 2018 · 508 citations · Full text

, , +16

The empirical behavior of sampling methods for stochastic programming

Jeff Linderoth, Alexander Shapiro, Stephen J. Wright · Annals of Operations Research · 2006 · 424 citations

, , +14

Presentation and content: The use of base rates as a continuous variable.

Gerd Gigerenzer, Wolfgang Hell, Hartmut Blank · Journal of Experimental Psychology Human Perception & Performance · 1988 · 402 citations · Full text

, , +12

1–5 of 271

Authors

539

  1. YP
    Yijie Peng

    Peking University, China

    8 publications · 281 citations

    8

    h-index

  2. SE
    Stephen E. Chick

    INSEAD, France

    7 publications · 366 citations

    7

    h-index

  3. MC
    Michael C. Fu

    University of Maryland, College Park, United States

    6 publications · 241 citations

    6

    h-index

  4. RH
    Ralph Hertwig

    Max Planck Institute for Human Development, Germany

    5 publications · 299 citations

    5

    h-index

  5. PI
    Peter I. Frazier

    Cornell University, United States

    4 publications · 225 citations

    4

    h-index

1–5 of 539

Institutions

312

  1. University College London

    London, United Kingdom

    8 h-index

    20 publications

    886 citations

  2. Peking University

    Beijing, China

    7 h-index

    12 publications

    330 citations

  3. Max Planck Institute for Human Development

    Berlin, Germany

    7 h-index

    16 publications

    348 citations

  4. University of California, Berkeley

    Berkeley, United States

    6 h-index

    9 publications

    1.2K citations

  5. Princeton University

    Princeton, United States

    6 h-index

    9 publications

    761 citations

  6. George Mason University

    Fairfax, United States

    6 h-index

    7 publications

    222 citations

  7. Cornell University

    Ithaca, United States

    6 h-index

    10 publications

    318 citations

  8. INSEAD

    Fontainebleau, France

    6 h-index

    6 publications

    341 citations

1–8 of 312

Venues

  1. Technometrics

    13 publications · 528 citations

    11

    h-index

  2. Journal of the American Statistical Association

    12 publications · 441 citations

    11

    h-index

  3. The Annals of Mathematical Statistics

    5 publications · 121 citations

    5

    h-index

  4. Cognition

    5 publications · 427 citations

    5

    h-index

  5. 5

    h-index

1–5