Concepedia

Constrained Priors

Constrained Priors is a type of prior distribution in Bayesian statistics that incorporates explicit restrictions or limitations on the parameter space to reflect known structural constraints, physical boundaries, or logical dependencies, thereby distinguishing it from unconstrained priors by formally encoding domain-specific knowledge into the probabilistic model.

54

Publications

7.5K

Citations

146

Authors

117

Institutions

Publications per year

2017–2026

20

Parents

Publications

54

DehazeNet: An End-to-End System for Single Image Haze Removal

Bolun Cai, Xiangmin Xu, Kui Jia et al. · IEEE Transactions on Image Processing · 2016 · 3.3K citations · Full text

, , +16

From image-level to pixel-level labeling with Convolutional Networks

Pedro O. Pinheiro, Ronan Collobert · 2015 · 724 citations · Full text

, , +13

Bayes estimation subject to uncertainty about parameter constraints

Anthony O’Hagan, Tom Leonard · Biometrika · 1976 · 340 citations

, , +15

Forming priors for DSGE models (and how it affects the assessment of nominal rigidities)

Marco Del Negro, Frank Schorfheide · Journal of Monetary Economics · 2008 · 320 citations

, , +12

The impact of priors and observables on parameter inferences in the constrained MSSM

Roberto Trotta, Farhan Feroz, M. P. Hobson et al. · Journal of High Energy Physics · 2008 · 214 citations · Full text

, , +11

1–5 of 54

Authors

146

  1. MD
    Marco Del Negro

    Federal Reserve Bank of New York, United States

    3 publications · 417 citations

    3

    h-index

  2. RC
    Ronan Collobert

    Meta (Israel), Israel

    3 publications · 782 citations

    3

    h-index

  3. FS
    Frank Schorfheide

    University of Pennsylvania, United States

    3 publications · 417 citations

    3

    h-index

  4. IK
    Irene Klugkist

    Utrecht University, Netherlands

    2 publications · 136 citations

    2

    h-index

  5. LV
    Lindsay V. Clark

    University of Illinois Urbana-Champaign, United States

    2 publications · 132 citations

    2

    h-index

1–5 of 146

Institutions

117

  1. University of Pennsylvania

    Philadelphia, United States

    3 h-index

    3 publications

    417 citations

  2. University College London

    London, United Kingdom

    3 h-index

    4 publications

    346 citations

  3. Xidian University

    Xi'an, China

    3 h-index

    9 publications

    708 citations

  4. University of Amsterdam

    Amsterdam, The Netherlands

    2 h-index

    3 publications

    39 citations

  5. National Bureau of Economic Research

    Cambridge, United States

    2 h-index

    3 publications

    132 citations

  6. Utrecht University

    Utrecht, The Netherlands

    2 h-index

    6 publications

    408 citations

  7. Idiap Research Institute

    Martigny-Combe, Switzerland

    2 h-index

    4 publications

    1.5K citations

  8. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    4 publications

    173 citations

1–8 of 117

Venues

  1. Journal of Cosmology and Astroparticle Physics

    JCAP · 4 publications · 339 citations

    4

    h-index

  2. arXiv (Cornell University)

    Repository · 3 publications · 69 citations

    3

    h-index

  3. Biometrika

    2 publications · 374 citations

    2

    h-index

  4. 2

    h-index

  5. Bulletin of Mathematical Biology

    2 publications · 48 citations

    2

    h-index

1–5