Concepedia

Exploration Via Randomization

Exploration Via Randomization is a stochastic decision-making strategy within the exploration-exploitation tradeoff framework that distinguishes itself by introducing controlled randomness into action selection to systematically sample uncertain options and gather information about the environment.

8

Publications

690

Citations

14

Authors

9

Institutions

Publications per year

2017–2026

5

Parents

Publications

8

Balancing exploration and exploitation with information and randomization

Robert C. Wilson, Elizabeth Bonawitz, Vincent D. Costa et al. · Current Opinion in Behavioral Sciences · 2020 · 234 citations · Full text

, , +15

Deep Exploration via Randomized Value Functions

Ian Osband, Benjamin Van Roy, Daniel Russo et al. · Journal of Machine Learning Research · 2019 · 119 citations

, , +14

A Chaotic Levy Flight Bat Algorithm for Parameter Estimation in Nonlinear Dynamic Biological Systems

Jiann-Horng Lin, Chao-Wei Chou, Chorng-Horng Yang et al. · 2012 · 105 citations

, , +16

Generalization and Exploration via Randomized Value Functions

Ian Osband, Benjamin Van Roy, Zheng Wen · arXiv (Cornell University) · 2014 · 83 citations · Full text

, , +16

Deep Exploration via Randomized Value Functions

Ian Osband, Benjamin Van Roy, Daniel Russo et al. · arXiv (Cornell University) · 2017 · 68 citations · Full text

, , +14

1–5 of 8

Authors

14

  1. IO
    Ian Osband

    Stanford University, United States

    3 publications · 270 citations

    3

    h-index

  2. DR
    Daniel Russo

    Columbia University, United States

    3 publications · 203 citations

    3

    h-index

  3. BV
    Benjamin Van Roy

    Stanford University, United States

    3 publications · 270 citations

    3

    h-index

  4. ZW
    Zheng Wen

    Adobe Systems (United States), United States

    3 publications · 270 citations

    3

    h-index

  5. EB
    Elizabeth Bonawitz

    Rutgers, The State University of New Jersey, United States

    2 publications · 253 citations

    2

    h-index

1–5 of 14

Institutions

9

  1. Université de Montréal

    Montreal, Canada

    2 h-index

    2 publications

    253 citations

  2. University of Arizona

    Tucson, United States

    2 h-index

    2 publications

    253 citations

  3. Rutgers, The State University of New Jersey

    New Brunswick, United States

    2 h-index

    2 publications

    253 citations

  4. Oregon Health & Science University

    Portland, United States

    2 h-index

    2 publications

    253 citations

  5. I-Shou University

    Kaohsiung City, Taiwan

    1 h-index

    4 publications

    420 citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    1 h-index

    1 publications

    46 citations

  7. Stanford University

    Stanford, United States

    1 h-index

    3 publications

    249 citations

  8. University Hospital, Newark

    Newark, United States

    1 h-index

    1 publications

    234 citations

1–8 of 9

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 167 citations

    3

    h-index

  2. Journal of Machine Learning Research

    JMLR · 1 publications · 119 citations

    1

    h-index

  3. The International Journal of Robotics Research

    IJRR · 1 publications · 46 citations

    1

    h-index

  4. Current Opinion in Behavioral Sciences

    1 publications · 234 citations

    1

    h-index

1–4