Concepedia

Sparse Optimization

Sparse Optimization is a variational optimization method that specifically seeks solutions with minimal non-zero components, distinguishing itself by incorporating sparsity-inducingregularizers to promote structural simplicity in high-dimensional spaces.

1.4K

Publications

97K

Citations

3.2K

Authors

1K

Institutions

Publications per year

2017–2026

556

Parents

Publications

1.4K

Enhancing Sparsity by Reweighted ℓ 1 Minimization

Emmanuel J. Candès, Michael B. Wakin, Stephen Boyd · Journal of Fourier Analysis and Applications · 2008 · 4.9K citations

, , +6

Sparse Principal Component Analysis

Hui Zou, Trevor Hastie, Robert Tibshirani · Journal of Computational and Graphical Statistics · 2006 · 3.2K citations

, , +17

Sparse Subspace Clustering: Algorithm, Theory, and Applications

Ehsan Elhamifar, René Vidal · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2013 · 3.1K citations

, , +17

Sparse Approximate Solutions to Linear Systems

B. K. Natarajan · SIAM Journal on Computing · 1995 · 2.8K citations

, , +15

An Introduction to the Conjugate Gradient Method Without the Agonizing Pain

Jonathan Richard Shewchuk · 1994 · 2.2K citations

, , +17

1–5 of 1.4K

Authors

3.2K

  1. TZ
    Tong Zhang

    Rutgers, The State University of New Jersey, United States

    11 publications · 1.2K citations

    11

    h-index

  2. FB
    Francis Bach

    Institut national de recherche en sciences et technologies du numérique, France

    10 publications · 1.4K citations

    10

    h-index

  3. XC
    Xuefeng Chen

    Xi'an Jiaotong University, China

    10 publications · 675 citations

    10

    h-index

  4. NX
    Naihua Xiu

    Beijing Jiaotong University, China

    11 publications · 375 citations

    10

    h-index

  5. PL
    Philippe L. Toint

    University of Namur, Belgium

    9 publications · 469 citations

    9

    h-index

1–5 of 3.2K

Institutions

1K

  1. Xi'an Jiaotong University

    Xi'an, China

    20 h-index

    77 publications

    3.3K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    20 h-index

    44 publications

    2.9K citations

  3. University of Minnesota

    Minneapolis, United States

    19 h-index

    45 publications

    4.7K citations

  4. University of California, Los Angeles

    Los Angeles, United States

    18 h-index

    34 publications

    2.2K citations

  5. University of California, Berkeley

    Berkeley, United States

    18 h-index

    29 publications

    4.4K citations

  6. Stanford University

    Stanford, United States

    18 h-index

    44 publications

    18.5K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    17 h-index

    57 publications

    1.8K citations

  8. Chinese Academy of Sciences

    Beijing, China

    16 h-index

    42 publications

    3.1K citations

1–8 of 1K

Venues

  1. arXiv (Cornell University)

    Repository · 116 publications · 4.9K citations

    31

    h-index

  2. SIAM Journal on Optimization

    40 publications · 4.8K citations

    31

    h-index

  3. Mathematical Programming

    32 publications · 2.9K citations

    21

    h-index

  4. IEEE Transactions on Signal Processing

    24 publications · 2.4K citations

    19

    h-index

  5. 17

    h-index

1–5