Concepedia

Sparse Models

Sparse Models is a class of statistical models characterized by the deliberate restriction of model parameters to contain a significant number of zero values, thereby enhancing interpretability and computational efficiency in high-dimensional data settings.

1.2K

Publications

98.9K

Citations

3.1K

Authors

1K

Institutions

Publications per year

2017–2026

475

Variants

Sparsity-based Models

Parents

Publications

1.2K

Emergence of simple-cell receptive field properties by learning a sparse code for natural images

Bruno A. Olshausen, David J. Field · Nature · 1996 · 5.8K citations

, , +16

Discovering governing equations from data by sparse identification of nonlinear dynamical systems

Steven L. Brunton, Joshua L. Proctor, J. Nathan Kutz · Proceedings of the National Academy of Sciences · 2016 · 4.5K citations · Full text

, , +17

High dimensional graphs and variable selection with the Lasso

2006 · 2.7K citations

, , +16

High-dimensional graphs and variable selection with the Lasso

The Annals of Statistics · 2006 · 2.5K citations · Full text

, , +16

On Model Selection Consistency of Lasso

Peng Zhao, Bin Yu · 2006 · 2K citations

, , +12

1–5 of 1.2K

Authors

3.1K

  1. VC
    Victor Chernozhukov

    Massachusetts Institute of Technology, United States

    19 publications · 2.9K citations

    17

    h-index

  2. AB
    Alexandre Belloni

    Duke University, United States

    16 publications · 2.6K citations

    16

    h-index

  3. GS
    Guillermo Sapiro

    University of Minnesota, United States

    15 publications · 3.8K citations

    14

    h-index

  4. JF
    Jianqing Fan

    Princeton University, United States

    11 publications · 1.5K citations

    11

    h-index

  5. SC
    Sheng Chen

    University of Southampton, United Kingdom

    8 publications · 487 citations

    8

    h-index

1–5 of 3.1K

Institutions

1K

  1. Massachusetts Institute of Technology

    Cambridge, United States

    24 h-index

    78 publications

    13.8K citations

  2. Stanford University

    Stanford, United States

    24 h-index

    76 publications

    6.2K citations

  3. University of California, Berkeley

    Berkeley, United States

    21 h-index

    63 publications

    8.7K citations

  4. Princeton University

    Princeton, United States

    21 h-index

    51 publications

    5K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    20 h-index

    78 publications

    5.5K citations

  6. University of Minnesota

    Minneapolis, United States

    19 h-index

    51 publications

    3.9K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    18 h-index

    50 publications

    9.2K citations

  8. University of Michigan

    Ann Arbor, United States

    18 h-index

    39 publications

    6.8K citations

1–8 of 1K

Venues

  1. arXiv (Cornell University)

    Repository · 114 publications · 6.4K citations

    34

    h-index

  2. The Annals of Statistics

    39 publications · 4.9K citations

    29

    h-index

  3. Journal of the American Statistical Association

    24 publications · 3.8K citations

    19

    h-index

  4. Electronic Journal of Statistics

    20 publications · 751 citations

    16

    h-index

  5. IEEE Transactions on Signal Processing

    15 publications · 1.1K citations

    14

    h-index

1–5