Concepedia

Sparse Parameter Estimation

Sparse Parameter Estimation is a parameter estimation method that specifically seeks to identify a minimal subset of nonzero parameters within an underdetermined or noisy system by enforcing sparsity-promoting constraints or priors, distinguishing it from general estimation techniques through its focus on parsimonious model representation.

661

Publications

55.3K

Citations

1.4K

Authors

584

Institutions

Publications per year

2017–2026

235

Parents

Publications

661

Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties

Jianqing Fan, Runze Li · Journal of the American Statistical Association · 2001 · 9.2K citations

, , +16

Sparse inverse covariance estimation with the graphical lasso

Jerome H. Friedman, Trevor Hastie, Robert Tibshirani · Biostatistics · 2007 · 6.6K citations · Full text

, , +13

The Dantzig selector: Statistical estimation when $p$ is much larger than $n$

arXiv (Cornell University) · 2005 · 1.7K citations · Full text

, , +13

Model Selection Through Sparse Maximum Likelihood Estimation for Multivariate Gaussian or Binary Data

Onureena Banerjee, Laurent El Ghaoui, Alexandre d’Aspremont · Journal of Machine Learning Research · 2008 · 1.3K citations

, , +12

A unified framework for high-dimensional analysis of M-estimators with decomposable regularizers

Sahand Negahban · 2011 · 1.2K citations

, , +16

1–5 of 661

Authors

1.4K

  1. VC
    Victor Chernozhukov

    Massachusetts Institute of Technology, United States

    16 publications · 2.1K citations

    16

    h-index

  2. PS
    Petre Stoica

    Uppsala University, Sweden

    13 publications · 1.9K citations

    12

    h-index

  3. AB
    Alexandre Belloni

    Duke University, United States

    10 publications · 1.7K citations

    10

    h-index

  4. JL
    Jian Li

    University of Florida, United States

    9 publications · 1.2K citations

    9

    h-index

  5. SC
    Sheng Chen

    University of Southampton, United Kingdom

    7 publications · 164 citations

    7

    h-index

1–5 of 1.4K

Institutions

584

  1. Stanford University

    Stanford, United States

    14 h-index

    32 publications

    22.9K citations

  2. University of California San Diego

    San Diego, United States

    14 h-index

    27 publications

    2K citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    14 h-index

    27 publications

    4.1K citations

  4. Uppsala University

    Uppsala, Sweden

    13 h-index

    24 publications

    3.3K citations

  5. Princeton University

    Princeton, United States

    12 h-index

    27 publications

    2.1K citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    11 h-index

    21 publications

    494 citations

  7. Tsinghua University

    Beijing, China

    10 h-index

    19 publications

    719 citations

  8. University of Florida

    Gainesville, United States

    10 h-index

    13 publications

    1.3K citations

1–8 of 584

Venues

  1. IEEE Transactions on Signal Processing

    40 publications · 3.5K citations

    26

    h-index

  2. The Annals of Statistics

    29 publications · 3.9K citations

    26

    h-index

  3. arXiv (Cornell University)

    Repository · 57 publications · 2.3K citations

    26

    h-index

  4. Signal Processing

    19 publications · 808 citations

    14

    h-index

  5. Computational Statistics & Data Analysis

    CSDA · 14 publications · 418 citations

    12

    h-index

1–5