Concepedia

Sparsity Priors

Sparsity Prior is a type of prior distribution in Bayesian model building that specifically enforces sparsity by assigning higher probability density to parameter values near zero, thereby distinguishing itself from other priors through its explicit promotion of parsimonious model structures.

556

Publications

36.2K

Citations

1.8K

Authors

668

Institutions

Publications per year

2017–2026

229

Parents

Publications

556

Structured Compressed Sensing: From Theory to Applications

Marco F. Duarte, Yonina C. Eldar · IEEE Transactions on Signal Processing · 2011 · 1.1K citations · Full text

, , +15

Robust object tracking via sparsity-based collaborative model

Wei Zhong, Huchuan Lu, Ming–Hsuan Yang · 2012 · 1K citations

, , +11

Off-Grid Direction of Arrival Estimation Using Sparse Bayesian Inference

Zai Yang, Lihua Xie, Cishen Zhang · IEEE Transactions on Signal Processing · 2012 · 903 citations · Full text

, , +12

Sparse multinomial logistic regression: fast algorithms and generalization bounds

Balaji Krishnapuram, Lawrence Carin, Mário A. T. Figueiredo et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2005 · 893 citations

, , +15

Bayesian Compressive Sensing Using Laplace Priors

S. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos · IEEE Transactions on Image Processing · 2009 · 807 citations

, , +17

1–5 of 556

Authors

1.8K

  1. YC
    Yonina C. Eldar

    Technion – Israel Institute of Technology, Israel

    6 publications · 1.6K citations

    6

    h-index

  2. WG
    Wen Gao

    Peking University, China

    6 publications · 230 citations

    6

    h-index

  3. AK
    Aggelos K. Katsaggelos

    Northwestern University, United States

    5 publications · 869 citations

    5

    h-index

  4. SD
    S. Derin Babacan

    Northwestern University, United States

    5 publications · 869 citations

    5

    h-index

  5. LZ
    Lei Zhang

    Northwestern Polytechnical University, China

    5 publications · 254 citations

    5

    h-index

1–5 of 1.8K

Institutions

668

  1. Chinese Academy of Sciences

    Beijing, China

    15 h-index

    56 publications

    4.2K citations

  2. Xidian University

    Xi'an, China

    13 h-index

    54 publications

    2K citations

  3. Tsinghua University

    Beijing, China

    13 h-index

    41 publications

    1.5K citations

  4. University College London

    London, United Kingdom

    13 h-index

    44 publications

    2.1K citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    13 h-index

    41 publications

    970 citations

  6. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    13 h-index

    28 publications

    1.3K citations

  7. Nanyang Technological University

    Singapore, Singapore

    12 h-index

    26 publications

    5.2K citations

  8. Northwestern Polytechnical University

    Xi'an, China

    12 h-index

    35 publications

    1.9K citations

1–8 of 668

Venues

  1. arXiv (Cornell University)

    Repository · 39 publications · 1K citations

    19

    h-index

  2. IEEE Transactions on Image Processing

    20 publications · 2.2K citations

    16

    h-index

  3. IEEE Transactions on Signal Processing

    19 publications · 3.4K citations

    16

    h-index

  4. 14

    h-index

  5. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 10 publications · 2.2K citations

    10

    h-index

1–5