Concepedia

Sparse Bayesian Models

Sparse Bayesian Models is a Bayesian modeling framework that belongs to the class of probabilistic models characterized by the incorporation of prior distributions promoting sparsity, distinguishing it through its explicit mechanism for driving irrelevant or weakly supported parameters toward zero in order to achieve parsimonious representations.

576

Publications

31.7K

Citations

1.6K

Authors

608

Institutions

Publications per year

2017–2026

310

Parents

Publications

576

Sparse Bayesian Learning for Basis Selection

David Wipf, Bhaskar D. Rao · IEEE Transactions on Signal Processing · 2004 · 1.5K citations

, , +13

Sparse Signal Recovery With Temporally Correlated Source Vectors Using Sparse Bayesian Learning

Zhilin Zhang, Bhaskar D. Rao · IEEE Journal of Selected Topics in Signal Processing · 2011 · 878 citations · Full text

, , +14

Large-Scale Bayesian Logistic Regression for Text Categorization

Alexander Genkin, David Lewis, David Madigan · Technometrics · 2007 · 818 citations

, , +16

Fast Marginal Likelihood Maximisation for Sparse Bayesian Models

Michael E. Tipping, Anita Faul · 2003 · 726 citations

, , +17

Extended Bayesian Information Criteria for Gaussian Graphical Models

Rina Foygel, Mathias Drton · arXiv (Cornell University) · 2010 · 713 citations · Full text

, , +15

1–5 of 576

Authors

1.6K

  1. BD
    Bhaskar D. Rao

    University of California San Diego, United States

    16 publications · 2.8K citations

    15

    h-index

  2. JD
    Jisheng Dai

    Jiangsu University, China

    16 publications · 1.2K citations

    14

    h-index

  3. PG
    Peter Gerstoft

    University of California San Diego, United States

    14 publications · 876 citations

    14

    h-index

  4. YH
    Yong Huang

    Harbin Institute of Technology, China

    13 publications · 507 citations

    12

    h-index

  5. DW
    David Wipf

    Microsoft Research Asia (China), China

    10 publications · 2.5K citations

    10

    h-index

1–5 of 1.6K

Institutions

608

  1. University of California San Diego

    San Diego, United States

    30 h-index

    90 publications

    10.7K citations

  2. University of Electronic Science and Technology of China

    Chengdu, China

    15 h-index

    45 publications

    1.4K citations

  3. Jiangsu University

    Zhenjiang, China

    14 h-index

    25 publications

    1.6K citations

  4. Zhejiang University

    Hangzhou, China

    14 h-index

    25 publications

    1.3K citations

  5. Harbin Institute of Technology

    Harbin, China

    12 h-index

    31 publications

    989 citations

  6. Scripps Institution of Oceanography

    La Jolla, United States

    12 h-index

    32 publications

    1.6K citations

  7. Chinese Academy of Sciences

    Beijing, China

    12 h-index

    54 publications

    1.6K citations

  8. Duke University

    Durham, United States

    12 h-index

    34 publications

    1.6K citations

1–8 of 608

Venues

  1. IEEE Transactions on Signal Processing

    36 publications · 4K citations

    26

    h-index

  2. IEEE Access

    15 publications · 380 citations

    14

    h-index

  3. Signal Processing

    18 publications · 677 citations

    14

    h-index

  4. IEEE Signal Processing Letters

    13 publications · 955 citations

    13

    h-index

  5. arXiv (Cornell University)

    Repository · 15 publications · 1.6K citations

    12

    h-index

1–5