Concepedia

Large-scale Sparse Optimization

Large-Scale Sparse Optimization is a mathematical optimization paradigm characterized by the minimization of objective functions involving a large number of variables or constraints with an inherent sparsity structure, where the majority of variables or coefficients are zero, enabling scalable and efficient computational solutions.

185

Publications

26.6K

Citations

422

Authors

246

Institutions

Publications per year

2017–2026

70

Parents

Publications

185

Using SeDuMi 1.02, A Matlab toolbox for optimization over symmetric cones

J.F. Sturm · Optimization methods & software · 1999 · 7.5K citations

, , +11

Algorithm 778: L-BFGS-B

Ciyou Zhu, Richard H. Byrd, Peihuang Lu et al. · ACM Transactions on Mathematical Software · 1997 · 3.4K citations · Full text

, , +13

Relational learning via collective matrix factorization

Ajit Singh, Geoffrey J. Gordon · 2008 · 1.2K citations

, , +16

Iteration complexity of randomized block-coordinate descent methods for minimizing a composite function

Peter Richtárik, Martin Takáč · Mathematical Programming · 2012 · 718 citations

, , +15

CONOPT—A Large-Scale GRG Code

Arne Drud · INFORMS Journal on Computing · 1994 · 696 citations

, , +15

1–5 of 185

Authors

422

  1. XZ
    Xingyi Zhang

    Anhui University, China

    8 publications · 1K citations

    8

    h-index

  2. FF
    Francisco Facchinei

    Sapienza University of Rome, Italy

    6 publications · 379 citations

    6

    h-index

  3. GS
    Gesualdo Scutari

    Sapienza University of Rome, Italy

    6 publications · 379 citations

    6

    h-index

  4. YT
    Ye Tian

    Anhui University, China

    6 publications · 951 citations

    6

    h-index

  5. JN
    Julie Nutini

    University of British Columbia, Canada

    4 publications · 190 citations

    4

    h-index

1–5 of 422

Institutions

246

  1. Anhui University

    Hefei, China

    9 h-index

    26 publications

    3.3K citations

  2. University of Edinburgh

    Edinburgh, United Kingdom

    7 h-index

    11 publications

    1.9K citations

  3. University at Buffalo, State University of New York

    Buffalo, United States

    5 h-index

    7 publications

    378 citations

  4. Sapienza University of Rome

    Rome, Italy

    5 h-index

    9 publications

    667 citations

  5. National University of Singapore

    Singapore, Singapore

    5 h-index

    10 publications

    745 citations

  6. Hunan University

    Changsha, China

    4 h-index

    5 publications

    163 citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    8 publications

    2.9K citations

  8. University of California, Berkeley

    Berkeley, United States

    4 h-index

    7 publications

    161 citations

1–8 of 246

Venues

  1. arXiv (Cornell University)

    Repository · 14 publications · 405 citations

    11

    h-index

  2. SIAM Journal on Optimization

    11 publications · 1.7K citations

    11

    h-index

  3. Mathematical Programming

    10 publications · 1.4K citations

    10

    h-index

  4. Optimization methods & software

    6 publications · 7.9K citations

    6

    h-index

  5. Swarm and Evolutionary Computation

    6 publications · 263 citations

    6

    h-index

1–5