Concepedia

Randomized Optimization

Randomized Optimization is an optimization method that belongs to the class of unconstrained optimization techniques, distinguished by its use of stochastic processes to guide the search for optimal solutions, thereby enabling escape from local minima and exploration of complex, high-dimensional landscapes.

291

Publications

17.4K

Citations

622

Authors

275

Institutions

Publications per year

2017–2026

88

Parents

Publications

291

Subjectivity and correlation in randomized strategies

Robert J. Aumann · Journal of Mathematical Economics · 1974 · 1.7K citations · Full text

, , +9

The CMA Evolution Strategy: A Tutorial

Nikolaus Hansen · arXiv (Cornell University) · 2016 · 648 citations · Full text

, , +14

The CMA Evolution Strategy: A Tutorial

Nikolaus Hansen · arXiv (Cornell University) · 2005 · 617 citations · Full text

, , +14

MIMIC: Finding Optima by Estimating Probability Densities

Jeremy S. De Bonet, Charles L. Isbell, Paul Viola · 1996 · 472 citations

, , +14

Selecting Stars: The k Most Representative Skyline Operator

Xuemin Lin, Yidong Yuan, Qing Zhang et al. · 2007 · 393 citations

, , +14

1–5 of 291

Authors

622

  1. PR
    Peter Richtárik

    University of Edinburgh, United Kingdom

    10 publications · 323 citations

    10

    h-index

  2. ZL
    Zhaosong Lu

    Simon Fraser University, Canada

    6 publications · 430 citations

    6

    h-index

  3. LX
    Lin Xiao

    Microsoft (United States), United States

    5 publications · 392 citations

    5

    h-index

  4. RT
    Roberto Tempo

    Politecnico di Torino, Italy

    5 publications · 328 citations

    5

    h-index

  5. ZQ
    Zheng Qu

    University of Edinburgh, United Kingdom

    5 publications · 202 citations

    5

    h-index

1–5 of 622

Institutions

275

  1. University of Edinburgh

    Edinburgh, United Kingdom

    10 h-index

    14 publications

    420 citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    10 h-index

    24 publications

    595 citations

  3. ETH Zurich

    Zurich, Switzerland

    8 h-index

    17 publications

    524 citations

  4. University of California, Berkeley

    Berkeley, United States

    7 h-index

    16 publications

    1.5K citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    7 h-index

    13 publications

    870 citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    7 h-index

    17 publications

    2.1K citations

  7. Politecnico di Milano

    Milan, Italy

    6 h-index

    12 publications

    345 citations

  8. Microsoft (United States)

    Redmond, United States

    6 h-index

    7 publications

    408 citations

1–8 of 275

Venues

  1. arXiv (Cornell University)

    Repository · 36 publications · 2.1K citations

    18

    h-index

  2. SIAM Journal on Optimization

    10 publications · 884 citations

    10

    h-index

  3. IEEE Transactions on Automatic Control

    9 publications · 487 citations

    9

    h-index

  4. Mathematical Programming

    8 publications · 558 citations

    8

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 215 citations

    4

    h-index

1–5