Concepedia

Compound Decision Theory

Compound Decision Theory is a statistical framework within decision theory that addresses multiple simultaneous inference problems by exploiting the empirical distribution of parameters to improve overall decision accuracy, distinguishing itself through the use of shared information across related decisions to achieve superior performance compared to treating each decision in isolation.

40

Publications

2.2K

Citations

47

Authors

27

Institutions

Publications per year

2017–2026

2

Variants

Empirical Bayes Decision Theory

Parents

Publications

40

Oracle and Adaptive Compound Decision Rules for False Discovery Rate Control

Wenguang Sun, Tommaso Cai · Journal of the American Statistical Association · 2007 · 318 citations

, , +13

Large-Scale Multiple Testing under Dependence

Wenguang Sun, Tommaso Cai · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2008 · 266 citations

, , +16

Non parametric empirical Bayes and compound decision approaches to estimation of a high dimensional vector of normal means

Lawrence D. Brown, Eitan Greenshtein · ScholarlyCommons (University of Pennsylvania) · 2007 · 136 citations

, , +16

Simultaneous Testing of Grouped Hypotheses: Finding Needles in Multiple Haystacks

Tommaso Cai, Wenguang Sun · Journal of the American Statistical Association · 2009 · 127 citations

, , +15

Constrained Bayes Estimation with Applications

Malay Ghosh · Journal of the American Statistical Association · 1992 · 116 citations

, , +15

1–5 of 40

Authors

47

  1. WS
    Wenguang Sun

    University of Southern California, United States

    5 publications · 810 citations

    5

    h-index

  2. ES
    Ester Samuel

    Hebrew University of Jerusalem, Israel

    5 publications · 160 citations

    5

    h-index

  3. RK
    Roger Koenker

    University of Illinois Urbana-Champaign, United States

    4 publications · 148 citations

    4

    h-index

  4. JH
    James Hannan

    Michigan State University, United States

    4 publications · 122 citations

    4

    h-index

  5. TC
    Tommaso Cai

    University of Pennsylvania, United States

    3 publications · 711 citations

    3

    h-index

1–5 of 47

Institutions

27

  1. University of Pennsylvania

    Philadelphia, United States

    4 h-index

    7 publications

    1.5K citations

  2. University of Toronto

    Toronto, Canada

    3 h-index

    3 publications

    138 citations

  3. University of Illinois Urbana-Champaign

    Urbana, United States

    3 h-index

    3 publications

    114 citations

  4. Hebrew University of Jerusalem

    Jerusalem, Israel

    2 h-index

    2 publications

    51 citations

  5. University of Florida

    Gainesville, United States

    2 h-index

    2 publications

    139 citations

  6. North Carolina State University

    Raleigh, United States

    2 h-index

    6 publications

    498 citations

  7. University College London

    London, United Kingdom

    1 h-index

    1 publications

    34 citations

  8. Philadelphia University

    Philadelphia, United States

    1 h-index

    2 publications

    532 citations

1–8 of 27

Venues

  1. The Annals of Mathematical Statistics

    9 publications · 297 citations

    9

    h-index

  2. 7

    h-index

  3. The Annals of Statistics

    5 publications · 161 citations

    5

    h-index

  4. 4

    h-index

  5. Econometrica

    1 publications · 34 citations

    1

    h-index

1–5