Concepedia

Sparse Density Estimation

Sparse Density Estimation is a density estimation method that incorporates sparsity-inducing constraints or penalties to promote parsimonious models by selecting a minimal subset of components or features necessary to accurately represent the underlying probability distribution.

86

Publications

3.3K

Citations

220

Authors

131

Institutions

Publications per year

2017–2026

20

Parents

Publications

86

Projection Pursuit Density Estimation

Jerome H. Friedman, Werner Stuetzle, Anne Schroeder · Journal of the American Statistical Association · 1984 · 222 citations · Full text

, , +11

Probability density estimation from optimally condensed data samples

Mark Girolami, Chao He · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2003 · 207 citations

, , +16

Density fitting with auxiliary basis sets from Cholesky decompositions

Thomas Bondo Pedersen, Francesco Aquilante, Roland Lindh · Theoretical Chemistry Accounts · 2009 · 187 citations

, , +6

DeNet: Scalable Real-Time Object Detection with Directed Sparse Sampling

Lachlan Tychsen-Smith, Lars Petersson · 2017 · 130 citations

, , +12

An asymptotic property of model selection criteria

Yuhong Yang, Andrew R. Barron · IEEE Transactions on Information Theory · 1998 · 104 citations

, , +16

1–5 of 86

Authors

220

  1. SC
    Sheng Chen

    University of Southampton, United Kingdom

    8 publications · 200 citations

    8

    h-index

  2. XH
    Xia Hong

    University of Reading, United Kingdom

    7 publications · 189 citations

    7

    h-index

  3. CH
    C.J. Harris

    University of Southampton, United Kingdom

    6 publications · 170 citations

    6

    h-index

  4. GP
    Gianluigi Pillonetto

    University of Padua, Italy

    2 publications · 74 citations

    2

    h-index

  5. JV
    James V. Burke

    University of Washington, United States

    2 publications · 74 citations

    2

    h-index

1–5 of 220

Institutions

131

  1. University of Reading

    Reading, United Kingdom

    8 h-index

    8 publications

    200 citations

  2. University of Southampton

    Southampton, United Kingdom

    8 h-index

    14 publications

    370 citations

  3. Sorbonne Université

    Paris, France

    5 h-index

    5 publications

    156 citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    5 h-index

    9 publications

    226 citations

  5. University of Washington

    Seattle, United States

    3 h-index

    3 publications

    94 citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    7 publications

    398 citations

  7. Data61

    Sydney, Australia

    3 h-index

    4 publications

    329 citations

  8. Stanford University

    Stanford, United States

    3 h-index

    5 publications

    575 citations

1–8 of 131

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 174 citations

    6

    h-index

  2. Neurocomputing

    4 publications · 87 citations

    4

    h-index

  3. Journal of Multivariate Analysis

    3 publications · 98 citations

    3

    h-index

  4. 3

    h-index

  5. Journal of Computational and Graphical Statistics

    JCGS · 3 publications · 78 citations

    3

    h-index

1–5