Concepedia

Alternating Minimization

Alternating Minimization is an iterative optimization method that belongs to the class of coordinate descent algorithms, distinguished by its sequential minimization of the objective function with respect to subsets of variables while holding the remaining variables fixed.

295

Publications

24.5K

Citations

778

Authors

373

Institutions

Publications per year

2017–2026

133

Parents

Publications

295

A New Alternating Minimization Algorithm for Total Variation Image Reconstruction

Yilun Wang, Junfeng Yang, Wotao Yin et al. · SIAM Journal on Imaging Sciences · 2008 · 2K citations

, , +16

A possibilistic fuzzy c-means clustering algorithm

Nikhil R. Pal, Kuhu Pal, James M. Keller et al. · IEEE Transactions on Fuzzy Systems · 2005 · 1.3K citations

, , +13

Proximal Alternating Minimization and Projection Methods for Nonconvex Problems: An Approach Based on the Kurdyka-Łojasiewicz Inequality

Hédy Attouch, Jérôme Bolte, Patrick Redont et al. · Mathematics of Operations Research · 2010 · 1.2K citations · Full text

, , +16

Low-rank matrix completion using alternating minimization

Prateek Jain, Praneeth Netrapalli, Sujay Sanghavi · 2013 · 878 citations

, , +14

Fast Alternating Direction Optimization Methods

Tom Goldstein, Brendan O’Donoghue, Simon Setzer et al. · SIAM Journal on Imaging Sciences · 2014 · 811 citations

, , +17

1–5 of 295

Authors

778

  1. XY
    Xianghao Yu

    Hong Kong University of Science and Technology, Hong Kong SAR China

    6 publications · 308 citations

    6

    h-index

  2. MK
    Michael K. Ng

    Hong Kong Baptist University, Hong Kong SAR China

    5 publications · 230 citations

    5

    h-index

  3. SS
    Sujay Sanghavi

    The University of Texas at Austin, United States

    5 publications · 1.1K citations

    5

    h-index

  4. YL
    Youzuo Lin

    Los Alamos National Laboratory, United States

    4 publications · 227 citations

    4

    h-index

  5. SS
    Shoham Sabach

    Technion – Israel Institute of Technology, Israel

    4 publications · 156 citations

    4

    h-index

1–5 of 778

Institutions

373

  1. Nanjing University

    Nanjing, China

    9 h-index

    11 publications

    809 citations

  2. The University of Texas at Austin

    Austin, United States

    8 h-index

    16 publications

    3K citations

  3. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    7 h-index

    16 publications

    692 citations

  4. Chinese Academy of Sciences

    Beijing, China

    7 h-index

    21 publications

    3K citations

  5. University of Michigan

    Ann Arbor, United States

    7 h-index

    13 publications

    944 citations

  6. Sun Yat-sen University

    Guangzhou, China

    6 h-index

    12 publications

    290 citations

  7. University of Minnesota

    Minneapolis, United States

    6 h-index

    13 publications

    715 citations

  8. Harbin Institute of Technology

    Harbin, China

    6 h-index

    11 publications

    920 citations

1–8 of 373

Venues

  1. arXiv (Cornell University)

    Repository · 26 publications · 898 citations

    16

    h-index

  2. IEEE Transactions on Signal Processing

    15 publications · 1K citations

    15

    h-index

  3. IEEE Transactions on Image Processing

    11 publications · 933 citations

    11

    h-index

  4. SIAM Journal on Imaging Sciences

    SIIMS · 8 publications · 3.1K citations

    8

    h-index

  5. Computational Optimization and Applications

    5 publications · 142 citations

    5

    h-index

1–5