Concepedia

Randomized Search

Randomized Search is a metaheuristic optimization method that belongs to the class of stochastic search algorithms, distinguished by its use of random sampling of parameter values from predefined distributions to explore the search space without relying on gradient information or deterministic rules.

310

Publications

34.4K

Citations

658

Authors

316

Institutions

Publications per year

2017–2026

61

Parents

Publications

310

Random search for hyper-parameter optimization

James Bergstra, Yoshua Bengio · 2012 · 7.9K citations

, , +8

Greedy Randomized Adaptive Search Procedures

Thomas A. Feo, Maurício G. C. Resende · Journal of Global Optimization · 1995 · 2.7K citations

, , +10

Efficient and Effective Clustering Methods for Spatial Data Mining

Raymond T. Ng, Jiawei Han · 1994 · 1.8K citations

, , +12

Optimizing the success of random searches

G. M. Viswanathan, Sergey V. Buldyrev, Shlomo Havlin et al. · Nature · 1999 · 1.5K citations

, , +12

Low-Density Parity-Check (LDPC) Codes Constructed from Protographs

Jeremy Thorpe · 2003 · 653 citations

, , +15

1–5 of 310

Authors

658

  1. CW
    Carsten Witt

    Technical University of Denmark, Denmark

    14 publications · 956 citations

    14

    h-index

  2. FN
    Frank Neumann

    The University of Adelaide, Australia

    13 publications · 645 citations

    12

    h-index

  3. TJ
    Thomas Jansen

    TU Dortmund University, Germany

    7 publications · 350 citations

    7

    h-index

  4. MG
    Maurício G. C. Resende

    AT&T (United States), United States

    7 publications · 3.3K citations

    7

    h-index

  5. CZ
    Christine Zarges

    Aberystwyth University, United Kingdom

    5 publications · 198 citations

    5

    h-index

1–5 of 658

Institutions

316

  1. Technical University of Denmark

    Kongens Lyngby, Denmark

    13 h-index

    19 publications

    923 citations

  2. TU Dortmund University

    Dortmund, Germany

    11 h-index

    18 publications

    1.1K citations

  3. AT&T (United States)

    Bedminster, United States

    10 h-index

    10 publications

    1.7K citations

  4. University of California, Berkeley

    Berkeley, United States

    9 h-index

    18 publications

    3.7K citations

  5. The University of Adelaide

    Adelaide, Australia

    8 h-index

    12 publications

    268 citations

  6. Max Planck Institute for Informatics

    Saarbrücken, Germany

    8 h-index

    12 publications

    823 citations

  7. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    7 h-index

    12 publications

    1.1K citations

  8. Centre National de la Recherche Scientifique

    Paris, France

    7 h-index

    14 publications

    570 citations

1–8 of 316

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 2K citations

    12

    h-index

  2. Algorithmica

    8 publications · 594 citations

    8

    h-index

  3. Theoretical Computer Science

    6 publications · 570 citations

    6

    h-index

  4. Evolutionary Computation

    6 publications · 208 citations

    6

    h-index

  5. SIAM Journal on Computing

    6 publications · 409 citations

    6

    h-index

1–5