Concepedia

Nonsmooth Convex Optimization

Nonsmooth Convex Optimization is a subfield of convex optimization characterized by the minimization of convex functions that are not necessarily differentiable, where the lack of smoothness necessitates specialized algorithms such as subgradient, proximal, or bundle methods to handle non-differentiable points in the objective function.

987

Publications

60.6K

Citations

1.5K

Authors

697

Institutions

Publications per year

2017–2026

302

Parents

Publications

987

Lipschitzian optimization without the Lipschitz constant

Donald R. Jones, C.D. Perttunen, B.E. Stuckman · Journal of Optimization Theory and Applications · 1993 · 2K citations

, , +11

A Unified Convergence Analysis of Block Successive Minimization Methods for Nonsmooth Optimization

Meisam Razaviyayn, Mingyi Hong, Zhi-Quan Luo · SIAM Journal on Optimization · 2013 · 1.3K citations

, , +16

Global Convergence of ADMM in Nonconvex Nonsmooth Optimization

Yu Wang, Wotao Yin, Jinshan Zeng · Journal of Scientific Computing · 2018 · 1.2K citations

, , +16

An accelerated proximal gradient algorithm for nuclear norm regularized linear least squares problems

Kim-Chuan Toh, Sangwoon Yun · National University of Singapore · 2009 · 969 citations

, , +17

SAGA: A Fast Incremental Gradient Method With Support for Non-Strongly Convex Composite Objectives

Aaron Defazio, Francis Bach, Simon Lacoste-Julien · arXiv (Cornell University) · 2014 · 932 citations · Full text

, , +16

1–5 of 987

Authors

1.5K

  1. AB
    Adil Bagirov

    Federation University, Australia

    19 publications · 921 citations

    16

    h-index

  2. KC
    Krzysztof C. Kiwiel

    Systems Research Institute, Poland

    13 publications · 1.1K citations

    13

    h-index

  3. XC
    Xiaojun Chen

    Hong Kong Polytechnic University, Hong Kong SAR China

    13 publications · 795 citations

    13

    h-index

  4. MM
    Marko M. Mäkelä

    University of Turku, Finland

    13 publications · 678 citations

    13

    h-index

  5. WB
    Wei Bian

    Harbin Institute of Technology, China

    13 publications · 854 citations

    13

    h-index

1–5 of 1.5K

Institutions

697

  1. Harbin Institute of Technology

    Harbin, China

    20 h-index

    43 publications

    2.3K citations

  2. Federation University

    Ballarat, Australia

    17 h-index

    45 publications

    2K citations

  3. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    16 h-index

    26 publications

    1.5K citations

  4. Instituto Nacional de Matemática Pura e Aplicada

    Rio de Janeiro, Brazil

    15 h-index

    23 publications

    1.7K citations

  5. University of Washington

    Seattle, United States

    15 h-index

    17 publications

    3.1K citations

  6. Technion – Israel Institute of Technology

    Haifa, Israel

    15 h-index

    22 publications

    1.3K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    14 h-index

    39 publications

    3.2K citations

  8. University of Minnesota

    Minneapolis, United States

    13 h-index

    24 publications

    5.4K citations

1–8 of 697

Venues

  1. SIAM Journal on Optimization

    97 publications · 8.2K citations

    48

    h-index

  2. Mathematical Programming

    85 publications · 7.7K citations

    46

    h-index

  3. Journal of Optimization Theory and Applications

    92 publications · 6.2K citations

    34

    h-index

  4. arXiv (Cornell University)

    Repository · 61 publications · 2.3K citations

    22

    h-index

  5. Journal of Global Optimization

    34 publications · 1.6K citations

    21

    h-index

1–5