Concepedia

Prior Hyperparameter Estimation

Prior Hyperparameter Estimation is a statistical inference method that belongs to the class of empirical Bayes techniques, wherein the hyperparameters of a prior distribution are estimated from observed data rather than specified subjectively or theoretically.

90

Publications

9.6K

Citations

233

Authors

152

Institutions

Publications per year

2017–2026

29

Parents

Publications

90

A Bayesian framework for the analysis of microarray expression data: regularized <i>t</i> -test and statistical inferences of gene changes

Pierre Baldi, Anthony D. Long · Bioinformatics · 2001 · 1.6K citations · Full text

, , +15

Hyperparameter Optimization for Machine Learning Models Based on Bayesian Optimization

Jia Wu, Xiu Yun Chen, Hao Zhang et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2019 · 1.4K citations · Full text

, , +15

Robust hyperparameter estimation protects against hypervariable genes and improves power to detect differential expression

The Annals of Applied Statistics · 2016 · 988 citations · Full text

, , +17

Conjugate Priors for Exponential Families

Persi Diaconis, Donald Ylvisaker · The Annals of Statistics · 1979 · 716 citations · Full text

, , +13

Adaptive sparseness for supervised learning

Mário A. T. Figueiredo · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2003 · 542 citations

, , +13

1–5 of 90

Authors

233

  1. PK
    Prem K. Goel

    The Ohio State University, United States

    3 publications · 94 citations

    3

    h-index

  2. SM
    Simon Mak

    Duke University, United States

    2 publications · 43 citations

    2

    h-index

  3. MO
    Masato Okada

    The University of Tokyo, Japan

    2 publications · 41 citations

    2

    h-index

  4. PB
    Pierre Baldi

    University of California, Irvine, United States

    2 publications · 1.7K citations

    2

    h-index

  5. AU
    Akio Utsugi

    National Institute of Advanced Industrial Science and Technology, Japan

    2 publications · 46 citations

    2

    h-index

1–5 of 233

Institutions

152

  1. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    8 publications

    363 citations

  2. Purdue University West Lafayette

    West Lafayette, United States

    4 h-index

    5 publications

    276 citations

  3. Duke University

    Durham, United States

    3 h-index

    5 publications

    211 citations

  4. Rutgers, The State University of New Jersey

    New Brunswick, United States

    3 h-index

    8 publications

    398 citations

  5. University of Oxford

    Oxford, United Kingdom

    2 h-index

    5 publications

    92 citations

  6. University of Connecticut

    Storrs, United States

    2 h-index

    2 publications

    116 citations

  7. University of Washington

    Seattle, United States

    2 h-index

    3 publications

    827 citations

  8. The University of Tokyo

    Tokyo, Japan

    2 h-index

    4 publications

    73 citations

1–8 of 152

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 108 citations

    4

    h-index

  2. The Annals of Statistics

    4 publications · 908 citations

    4

    h-index

  3. 4

    h-index

  4. 4

    h-index

  5. IEEE Transactions on Image Processing

    3 publications · 379 citations

    3

    h-index

1–5