Concepedia

Convex Optimization

Convex Optimization is a subfield of mathematical optimization that studies optimization problems in which the objective function is convex and the feasible set is convex, thereby ensuring that every local optimum is a global optimum and enabling the use of efficient solution methods.

27.8K

Publications

2.1M

Citations

30K

Authors

4.7K

Institutions

Publications per year

2017–2026

7.4K

Variants

Convex Programming

Parents

Children

Publications

27.8K

Adam: A Method for Stochastic Optimization

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

, , +16

A Simplex Method for Function Minimization

J. A. Nelder, R. Mead · The Computer Journal · 1965 · 28.9K citations

, , +8

Regularization Paths for Generalized Linear Models via Coordinate Descent

Jerome H. Friedman, Trevor Hastie, Robert Tibshirani · Journal of Statistical Software · 2010 · 17.1K citations · Full text

, , +17

Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers

Stephen Boyd · Foundations and Trends® in Machine Learning · 2011 · 16K citations

, , +13

Regularization Paths for Generalized Linear Models via Coordinate Descent.

Jerome H. Friedman, Trevor Hastie, Rob Tibshirani · PubMed · 2010 · 14K citations · Full text

, , +17

1–5 of 27.8K

Authors

30K

  1. SB
    Stephen Boyd

    Stanford University, United States

    111 publications · 41.8K citations

    61

    h-index

  2. RT
    R. T. Rockafellar

    University of Washington, United States

    80 publications · 15.1K citations

    50

    h-index

  3. ZL
    Zhi‐Quan Luo

    University of Minnesota, United States

    75 publications · 11K citations

    43

    h-index

  4. YY
    Yinyu Ye

    Stanford University, United States

    73 publications · 10.8K citations

    42

    h-index

  5. MI
    Michael I. Jordan

    University of California, Berkeley, United States

    68 publications · 9.1K citations

    42

    h-index

1–5 of 30K

Institutions

4.7K

  1. Stanford University

    Stanford, United States

    124 h-index

    880 publications

    231.5K citations

  2. University of California, Berkeley

    Berkeley, United States

    113 h-index

    803 publications

    102.9K citations

  3. Princeton University

    Princeton, United States

    93 h-index

    583 publications

    82.2K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    90 h-index

    689 publications

    55.9K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    83 h-index

    545 publications

    62.7K citations

  6. University of Minnesota

    Minneapolis, United States

    76 h-index

    422 publications

    43.7K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    75 h-index

    687 publications

    39.6K citations

  8. Cornell University

    Ithaca, United States

    74 h-index

    273 publications

    29.4K citations

1–8 of 4.7K

Venues

  1. Mathematical Programming

    1.1K publications · 131.8K citations

    162

    h-index

  2. SIAM Journal on Optimization

    1.1K publications · 119.1K citations

    151

    h-index

  3. arXiv (Cornell University)

    Repository · 1.8K publications · 87K citations

    115

    h-index

  4. IEEE Transactions on Signal Processing

    533 publications · 54.2K citations

    114

    h-index

  5. IEEE Transactions on Automatic Control

    395 publications · 45.8K citations

    105

    h-index

1–5