Concepedia

Randomized Optimization Algorithms

Randomized Optimization Algorithms is a class of optimization algorithms that belong to the broader category of optimization methods, distinguished by the deliberate incorporation of randomness in their search or update mechanisms to improve efficiency, escape local optima, or handle uncertainty in the objective function or constraints.

217

Publications

13.1K

Citations

490

Authors

247

Institutions

Publications per year

2017–2026

59

Parents

Publications

217

Polynomial Time Algorithms for Multicast Network Code Construction

Sidharth Jaggi, Peter Sanders, Philip A. Chou et al. · IEEE Transactions on Information Theory · 2005 · 965 citations · Full text

, , +17

Probabilistic approximation of metric spaces and its algorithmic applications

Y. Bartal · 2002 · 656 citations

, , +17

Boosting combinatorial search through randomization

Carla P. Gomes, Bart Selman, Henry Kautz · 1998 · 565 citations

, , +13

The Exact Feasibility of Randomized Solutions of Uncertain Convex Programs

Marco C. Campi, Simone Garatti · SIAM Journal on Optimization · 2008 · 560 citations

, , +12

MIMIC: Finding Optima by Estimating Probability Densities

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

, , +14

1–5 of 217

Authors

490

  1. RT
    Roberto Tempo

    Politecnico di Torino, Italy

    9 publications · 498 citations

    9

    h-index

  2. FD
    Fabrizio Dabbene

    Institute of Electronics, Computer and Telecommunication Engineering, Italy

    6 publications · 221 citations

    6

    h-index

  3. JL
    John Lygeros

    ETH Zurich, Switzerland

    5 publications · 175 citations

    5

    h-index

  4. MC
    Michael C. Fu

    University of Maryland, College Park, United States

    5 publications · 222 citations

    5

    h-index

  5. SI
    Steven I. Marcus

    University of Maryland, College Park, United States

    5 publications · 222 citations

    5

    h-index

1–5 of 490

Institutions

247

  1. Politecnico di Torino

    Turin, Italy

    9 h-index

    16 publications

    819 citations

  2. Institute of Electronics, Computer and Telecommunication Engineering

    Turin, Italy

    8 h-index

    12 publications

    641 citations

  3. University of California, Berkeley

    Berkeley, United States

    7 h-index

    15 publications

    860 citations

  4. University of Maryland, College Park

    College Park, United States

    6 h-index

    13 publications

    529 citations

  5. ETH Zurich

    Zurich, Switzerland

    6 h-index

    18 publications

    738 citations

  6. Tokyo Institute of Technology

    Tokyo, Japan

    6 h-index

    6 publications

    349 citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    5 h-index

    7 publications

    168 citations

  8. Stanford University

    Stanford, United States

    5 h-index

    8 publications

    978 citations

1–8 of 247

Venues

  1. IEEE Transactions on Automatic Control

    8 publications · 378 citations

    8

    h-index

  2. SIAM Journal on Optimization

    7 publications · 1.1K citations

    7

    h-index

  3. Mathematical Programming

    6 publications · 253 citations

    6

    h-index

  4. Neural Information Processing Systems

    Conference · 5 publications · 131 citations

    5

    h-index

  5. arXiv (Cornell University)

    Repository · 5 publications · 109 citations

    5

    h-index

1–5