Concepedia

Global Convergence Analysis

Global Convergence Analysis is a theoretical framework in mathematical optimization and numerical analysis that characterizes the conditions under which an iterative algorithm is guaranteed to converge to a globally optimal solution or a global root, regardless of the initial starting point.

2.2K

Publications

136.9K

Citations

3.8K

Authors

1.3K

Institutions

Publications per year

2017–2026

632

Parents

Publications

2.2K

Global convergence in the vulnerability of forests to drought

Brendan Choat, Steven Jansen, Timothy J. Brodribb et al. · Nature · 2012 · 2.7K citations · Full text

, , +12

Iterative methods for linear and nonlinear equations

Choice Reviews Online · 1996 · 2K citations

, , +15

On the Convergence of Pattern Search Algorithms

Virginia Torczon · SIAM Journal on Optimization · 1997 · 1.3K citations

, , +14

A Block Coordinate Descent Method for Regularized Multiconvex Optimization with Applications to Nonnegative Tensor Factorization and Completion

Yangyang Xu, Wotao Yin · SIAM Journal on Imaging Sciences · 2013 · 1.2K 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

1–5 of 2.2K

Authors

3.8K

  1. PK
    Poom Kumam

    King Mongkut's University of Technology Thonburi, Thailand

    25 publications · 749 citations

    19

    h-index

  2. AB
    Auwal Bala Abubakar

    Bayero University Kano, Nigeria

    22 publications · 616 citations

    18

    h-index

  3. PL
    Philippe L. Toint

    University of Namur, Belgium

    15 publications · 2.8K citations

    15

    h-index

  4. LQ
    Liqun Qi

    Hong Kong Polytechnic University, Hong Kong SAR China

    18 publications · 1.9K citations

    15

    h-index

  5. MF
    Masao Fukushima

    Kyoto University, Japan

    15 publications · 1.6K citations

    14

    h-index

1–5 of 3.8K

Institutions

1.3K

  1. Chinese Academy of Sciences

    Beijing, China

    25 h-index

    70 publications

    4.2K citations

  2. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    23 h-index

    44 publications

    3.8K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    21 h-index

    51 publications

    1.9K citations

  4. Bayero University Kano

    Kano, Nigeria

    20 h-index

    46 publications

    1.3K citations

  5. King Mongkut's University of Technology Thonburi

    Bangkok, Thailand

    20 h-index

    67 publications

    2.1K citations

  6. University of Illinois Urbana-Champaign

    Urbana, United States

    19 h-index

    37 publications

    2.5K citations

  7. Guangxi University

    Nanning, China

    18 h-index

    68 publications

    2.2K citations

  8. Massachusetts Institute of Technology

    Cambridge, United States

    18 h-index

    33 publications

    2.1K citations

1–8 of 1.3K

Venues

  1. SIAM Journal on Optimization

    146 publications · 19K citations

    64

    h-index

  2. IEEE Transactions on Automatic Control

    75 publications · 7.9K citations

    38

    h-index

  3. SIAM Journal on Numerical Analysis

    51 publications · 5.2K citations

    35

    h-index

  4. arXiv (Cornell University)

    Repository · 125 publications · 5.1K citations

    34

    h-index

  5. Mathematical Programming

    40 publications · 3K citations

    31

    h-index

1–5