Concepedia

Bregman Optimization

Bregman Optimization is a variational optimization method that generalizes gradient-based updates by replacing Euclidean distance measures with Bregman divergences to exploit the geometric structure of the underlying parameter space.

195

Publications

15.2K

Citations

452

Authors

239

Institutions

Publications per year

2017–2026

59

Parents

Publications

195

Information-theoretic metric learning

Jason V. Davis, Brian Kulis, Prateek Jain et al. · 2007 · 2K citations

, , +16

Bregman Iterative Algorithms for $\ell_1$-Minimization with Applications to Compressed Sensing

Wotao Yin, Stanley Osher, Donald Goldfarb et al. · SIAM Journal on Imaging Sciences · 2008 · 1.4K citations

, , +16

A multiprojection algorithm using Bregman projections in a product space

Yair Censor, Tommy Elfving · Numerical Algorithms · 1994 · 1.4K citations

, , +3

Bregmanized Nonlocal Regularization for Deconvolution and Sparse Reconstruction

Xiaoqun Zhang, Martin Burger, Xavier Bresson et al. · SIAM Journal on Imaging Sciences · 2010 · 702 citations

, , +14

Logistic Regression, AdaBoost and Bregman Distances

Michael Collins, Robert E. Schapire, Yoram Singer · Machine Learning · 2002 · 689 citations · Full text

, , +12

1–5 of 195

Authors

452

  1. SO
    Stanley Osher

    University of California, Los Angeles, United States

    14 publications · 3.4K citations

    13

    h-index

  2. WY
    Wotao Yin

    University of California, Los Angeles, United States

    6 publications · 2K citations

    6

    h-index

  3. YY
    Yunyun Yang

    Harbin Institute of Technology, China

    6 publications · 151 citations

    6

    h-index

  4. BW
    Boying Wu

    Harbin Institute of Technology, China

    5 publications · 139 citations

    5

    h-index

  5. FN
    Frank Nielsen

    Sony Computer Science Laboratories, Japan

    5 publications · 435 citations

    5

    h-index

1–5 of 452

Institutions

239

  1. University of California, Los Angeles

    Los Angeles, United States

    13 h-index

    29 publications

    3.7K citations

  2. Harbin Institute of Technology

    Harbin, China

    9 h-index

    29 publications

    598 citations

  3. University of Münster

    Münster, Germany

    5 h-index

    9 publications

    848 citations

  4. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    5 h-index

    8 publications

    395 citations

  5. Rice University

    Houston, United States

    5 h-index

    5 publications

    487 citations

  6. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    11 publications

    146 citations

  7. Georgia Institute of Technology

    Atlanta, United States

    4 h-index

    4 publications

    184 citations

  8. École Polytechnique

    Palaiseau, France

    4 h-index

    5 publications

    211 citations

1–8 of 239

Venues

  1. arXiv (Cornell University)

    Repository · 13 publications · 410 citations

    11

    h-index

  2. Inverse Problems

    8 publications · 254 citations

    8

    h-index

  3. SIAM Journal on Imaging Sciences

    SIIMS · 7 publications · 3.2K citations

    7

    h-index

  4. IEEE Transactions on Information Theory

    6 publications · 838 citations

    6

    h-index

  5. Optimization

    5 publications · 317 citations

    5

    h-index

1–5