Concepedia

Online Convex Optimization

Online Convex Optimization is an online learning framework in which a learner sequentially selects points from a fixed convex set and incurs losses defined by a sequence of convex functions, with the objective of minimizing regret relative to the best fixed decision in hindsight.

502

Publications

122.4K

Citations

929

Authors

334

Institutions

Publications per year

2017–2026

266

Parents

Publications

502

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

, , +16

Adaptive Subgradient Methods for Online Learning and Stochastic Optimization

John C. Duchi, Elad Hazan, Yoram Singer · 2010 · 8.6K citations

, , +15

Online convex programming and generalized infinitesimal gradient ascent

Martin Zinkevich · 2003 · 1.7K citations

, , +9

Online Learning and Online Convex Optimization

Shai Shalev‐Shwartz · Foundations and Trends® in Machine Learning · 2012 · 1.2K citations

, , +14

Logarithmic regret algorithms for online convex optimization

Elad Hazan, Amit Agarwal, Satyen Kale · Machine Learning · 2007 · 874 citations · Full text

, , +13

1–5 of 502

Authors

929

  1. EH
    Elad Hazan

    Princeton University, United States

    29 publications · 11.1K citations

    22

    h-index

  2. AW
    Adam Wierman

    California Institute of Technology, United States

    15 publications · 483 citations

    14

    h-index

  3. JA
    Jacob Abernethy

    University of California, Berkeley, United States

    10 publications · 664 citations

    10

    h-index

  4. AR
    Alexander Rakhlin

    University of Pennsylvania, United States

    10 publications · 796 citations

    10

    h-index

  5. DZ
    Ding‐Xuan Zhou

    City University of Hong Kong, Hong Kong SAR China

    10 publications · 344 citations

    10

    h-index

1–5 of 929

Institutions

334

  1. Princeton University

    Princeton, United States

    18 h-index

    43 publications

    11.7K citations

  2. University of California, Berkeley

    Berkeley, United States

    17 h-index

    47 publications

    11.6K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    16 h-index

    32 publications

    3.8K citations

  4. University of Pennsylvania

    Philadelphia, United States

    16 h-index

    32 publications

    2K citations

  5. California Institute of Technology

    Pasadena, United States

    14 h-index

    36 publications

    1.4K citations

  6. Technion – Israel Institute of Technology

    Haifa, Israel

    14 h-index

    21 publications

    1.1K citations

  7. University of Minnesota

    Minneapolis, United States

    13 h-index

    28 publications

    1.8K citations

  8. Google (United States)

    Mountain View, United States

    12 h-index

    22 publications

    9.9K citations

1–8 of 334

Venues

  1. arXiv (Cornell University)

    Repository · 105 publications · 3.4K citations

    32

    h-index

  2. IEEE Transactions on Automatic Control

    21 publications · 1.2K citations

    20

    h-index

  3. IEEE Transactions on Signal Processing

    9 publications · 982 citations

    10

    h-index

  4. Neural Information Processing Systems

    Conference · 8 publications · 505 citations

    8

    h-index

  5. Automatica

    5 publications · 113 citations

    7

    h-index

1–5