Concepedia

Sample-based Value Iteration

Sample-Based Value Iteration is a variant of the value iteration algorithm in reinforcement learning that belongs to the class of dynamic programming methods and is distinguished by its use of sampled transitions and rewards to approximate the Bellman update, thereby enabling scalable and model-free policy evaluation in large or stochastic environments.

2

Publications

29

Citations

6

Authors

2

Institutions

Publications per year

2017–2026

0

Parents

Publications

2

Simulation of sequential data: An enhanced reinforcement learning approach

Marlies Vanhulsel, Davy Janssens, Geert Wets et al. · Expert Systems with Applications · 2008 · 19 citations

, , +11

Reinforcement learning method based on sample regularization and adaptive learning rate for AGV path planning

Jun Nie, Guihua Zhang, Lu Xiao et al. · Neurocomputing · 2024 · 17 citations

, , +16

Sample-efficient reinforcement learning with knowledge-embedded hybrid model for optimal control of mining industry

Zheng Jun, Runda Jia, Shaoning Liu et al. · Expert Systems with Applications · 2024 · 13 citations

, , +17

A K-step look-ahead analysis of value iteration algorithms for Markov decision processes

M. Herzberg, Uri Yechiali · European Journal of Operational Research · 1996 · 10 citations

, , +15

1–4 of 2

Authors

6

  1. MH
    M. Herzberg

    Tel Aviv University, Israel

    1 publications · 10 citations

    1

    h-index

  2. DJ
    Davy Janssens

    Hasselt University, Belgium

    1 publications · 19 citations

    1

    h-index

  3. GW
    Geert Wets

    Hasselt University, Belgium

    1 publications · 19 citations

    1

    h-index

  4. MV
    Marlies Vanhulsel

    Flemish Institute for Technological Research, Belgium

    1 publications · 19 citations

    1

    h-index

  5. KV
    Koen Vanhoof

    Hasselt University, Belgium

    1 publications · 19 citations

    1

    h-index

1–5 of 6

Institutions

2

  1. Tel Aviv University

    Tel Aviv, Israel

    1 h-index

    1 publications

    10 citations

  2. Hasselt University

    Hasselt, Belgium

    1 h-index

    4 publications

    76 citations

  3. Shandong University of Science and Technology

    Qingdao, China

    1 publications

    17 citations

  4. Northeastern University

    Shenyang, China

    1 publications

    13 citations

  5. Beijing General Research Institute of Mining and Metallurgy

    Beijing, China

    1 publications

    13 citations

1–5 of 2

Venues

  1. Expert Systems with Applications

    1 publications · 19 citations

    1

    h-index

  2. European Journal of Operational Research

    1 publications · 10 citations

    1

    h-index

  3. Neurocomputing

    1 publications · 17 citations

1–3