Concepedia

Large-scale Convex Optimization

Large-Scale Convex Optimization is a subfield of mathematical optimization that focuses on the theory and algorithms for solving convex optimization problems involving a large number of variables or constraints, where scalability and computational efficiency are central challenges.

1.1K

Publications

79.1K

Citations

2.2K

Authors

839

Institutions

Publications per year

2017–2026

383

Parents

Publications

1.1K

Efficient Global Optimization of Expensive Black-Box Functions

Donald R. Jones, Matthias Schonlau, William J. Welch · Journal of Global Optimization · 1998 · 7.8K citations

, , +10

Using SeDuMi 1.02, A Matlab toolbox for optimization over symmetric cones

J.F. Sturm · Optimization methods & software · 1999 · 7.5K citations

, , +11

Teaching–Learning-Based Optimization: An optimization method for continuous non-linear large scale problems

R. Venkata Rao, Vimal Savsani, D. P. Vakharia · Information Sciences · 2011 · 1.8K citations

, , +12

Majorization-Minimization Algorithms in Signal Processing, Communications, and Machine Learning

Ying Sun, Prabhu Babu, Daniel P. Palomar · IEEE Transactions on Signal Processing · 2016 · 1.7K citations

, , +14

A Subspace, Interior, and Conjugate Gradient Method for Large-Scale Bound-Constrained Minimization Problems

Mary Ann Branch, Thomas F. Coleman, Yuying Li · SIAM Journal on Scientific Computing · 1999 · 1.1K citations

, , +14

1–5 of 1.1K

Authors

2.2K

  1. PR
    Peter Richtárik

    University of Edinburgh, United Kingdom

    19 publications · 1.6K citations

    15

    h-index

  2. MI
    Michael I. Jordan

    University of California, Berkeley, United States

    15 publications · 988 citations

    13

    h-index

  3. SB
    Stephen Boyd

    Stanford University, United States

    12 publications · 2.2K citations

    11

    h-index

  4. KT
    Kim-Chuan Toh

    National University of Singapore, Singapore

    9 publications · 449 citations

    9

    h-index

  5. FF
    Francisco Facchinei

    Sapienza University of Rome, Italy

    8 publications · 415 citations

    8

    h-index

1–5 of 2.2K

Institutions

839

  1. University of California, Berkeley

    Berkeley, United States

    25 h-index

    77 publications

    3.8K citations

  2. Stanford University

    Stanford, United States

    23 h-index

    88 publications

    8.3K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    19 h-index

    41 publications

    3.1K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    18 h-index

    50 publications

    2K citations

  5. Georgia Institute of Technology

    Atlanta, United States

    18 h-index

    34 publications

    3K citations

  6. Princeton University

    Princeton, United States

    18 h-index

    33 publications

    2.5K citations

  7. Sapienza University of Rome

    Rome, Italy

    17 h-index

    32 publications

    1.3K citations

  8. University of Minnesota

    Minneapolis, United States

    16 h-index

    33 publications

    2.4K citations

1–8 of 839

Venues

  1. Mathematical Programming

    72 publications · 7.4K citations

    42

    h-index

  2. arXiv (Cornell University)

    Repository · 146 publications · 5.7K citations

    41

    h-index

  3. SIAM Journal on Optimization

    55 publications · 6.9K citations

    36

    h-index

  4. Journal of Optimization Theory and Applications

    44 publications · 2.7K citations

    25

    h-index

  5. Computational Optimization and Applications

    26 publications · 1.3K citations

    19

    h-index

1–5