Concepedia

Derivative-free Optimization

Derivative-Free Optimization is an optimization methodology that seeks optimal solutions without requiring derivative information of the objective function, distinguishing it from gradient-based techniques by relying solely on function evaluations.

471

Publications

26.2K

Citations

951

Authors

456

Institutions

Publications per year

2017–2026

172

Variants

Derivative-free Mathematical Programming

Parents

Children

Publications

471

Algorithms for Minimization Without Derivatives

Richard P. Brent · Mathematics of Computation · 1974 · 2.9K citations

, , +10

Algorithms for minimization without derivatives

D. Anderson · IEEE Transactions on Automatic Control · 1974 · 1.2K citations

, , +10

Benchmarking Derivative-Free Optimization Algorithms

Jorge J. Morè, Stefan M. Wild · SIAM Journal on Optimization · 2009 · 573 citations

, , +14

Optim: A mathematical optimization package for Julia

Patrick Kofod Mogensen, Asbjørn Nilsen Riseth · The Journal of Open Source Software · 2018 · 524 citations · Full text

, , +14

Learning surrogate models for simulation‐based optimization

Alison Cozad, Nikolaos V. Sahinidis, David C. Miller · AIChE Journal · 2014 · 445 citations

, , +16

1–5 of 471

Authors

951

  1. SL
    Stefano Lucidi

    Sapienza University of Rome, Italy

    16 publications · 726 citations

    15

    h-index

  2. KS
    Katya Scheinberg

    Lehigh University, United States

    13 publications · 1.3K citations

    12

    h-index

  3. AH
    Abdulkarim Hassan Ibrahim

    King Mongkut's University of Technology Thonburi, Thailand

    12 publications · 298 citations

    12

    h-index

  4. GL
    Giampaolo Liuzzi

    Istituto di Analisi dei Sistemi ed Informatica Antonio Ruberti, Italy

    12 publications · 474 citations

    12

    h-index

  5. AB
    Auwal Bala Abubakar

    Bayero University Kano, Nigeria

    13 publications · 324 citations

    12

    h-index

1–5 of 951

Institutions

456

  1. King Mongkut's University of Technology Thonburi

    Bangkok, Thailand

    13 h-index

    31 publications

    923 citations

  2. Sapienza University of Rome

    Rome, Italy

    13 h-index

    19 publications

    779 citations

  3. Stanford University

    Stanford, United States

    12 h-index

    26 publications

    2.1K citations

  4. Istituto di Analisi dei Sistemi ed Informatica Antonio Ruberti

    Rome, Italy

    12 h-index

    12 publications

    520 citations

  5. Cornell University

    Ithaca, United States

    11 h-index

    19 publications

    1.7K citations

  6. University of Padua

    Padua, Italy

    11 h-index

    11 publications

    342 citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    11 h-index

    18 publications

    1.4K citations

  8. Bayero University Kano

    Kano, Nigeria

    11 h-index

    16 publications

    438 citations

1–8 of 456

Venues

  1. SIAM Journal on Optimization

    32 publications · 2.7K citations

    26

    h-index

  2. Optimization methods & software

    26 publications · 725 citations

    17

    h-index

  3. arXiv (Cornell University)

    Repository · 30 publications · 1.5K citations

    17

    h-index

  4. Computational Optimization and Applications

    12 publications · 351 citations

    12

    h-index

  5. Optimization

    11 publications · 328 citations

    11

    h-index

1–5