Concepedia

Active Learning For Optimization

Active Learning for Optimization is a simulation-based optimization strategy that iteratively selects informative queries to guide the search for optimal solutions, distinguishing itself by balancing exploration and exploitation through uncertainty-aware sampling to reduce computational effort in expensive black-box optimization.

306

Publications

23.9K

Citations

1K

Authors

391

Institutions

Publications per year

2017–2026

188

Parents

Publications

306

AK-MCS: An active learning reliability method combining Kriging and Monte Carlo Simulation

Benjamin Echard, Nicolas Gayton, Maurice Lemaire · Structural Safety · 2011 · 1.9K citations

, , +13

Accelerated discovery of CO2 electrocatalysts using active machine learning

Miao Zhong, Kevin Tran, Yimeng Min et al. · Nature · 2020 · 1.5K citations

, , +16

Improving Generalization with Active Learning

David Cohn, Les Atlas, Richard E. Ladner · Machine Learning · 1994 · 1.3K citations · Full text

, , +10

Information-Based Objective Functions for Active Data Selection

David Mackay · Neural Computation · 1992 · 1.3K citations

, , +13

Toward Optimal Active Learning through Sampling Estimation of Error Reduction

Nicholas Roy, Andrew McCallum · 2001 · 828 citations

, , +10

1–5 of 306

Authors

1K

  1. AK
    Andreas Krause

    ETH Zurich, Switzerland

    6 publications · 863 citations

    6

    h-index

  2. JÁ
    J. Ángel Velázquez‐Iturbide

    Universidad Rey Juan Carlos, Spain

    4 publications · 86 citations

    4

    h-index

  3. LG
    Liang Gao

    Huazhong University of Science and Technology, China

    4 publications · 389 citations

    4

    h-index

  4. TL
    Turab Lookman

    Los Alamos National Laboratory, United States

    4 publications · 801 citations

    4

    h-index

  5. KM
    Kyoungmin Min

    Soongsil University, South Korea

    3 publications · 61 citations

    3

    h-index

1–5 of 1K

Institutions

391

  1. Massachusetts Institute of Technology

    Cambridge, United States

    10 h-index

    25 publications

    3K citations

  2. Huazhong University of Science and Technology

    Wuhan, China

    8 h-index

    33 publications

    3.3K citations

  3. ETH Zurich

    Zurich, Switzerland

    8 h-index

    18 publications

    1.6K citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    7 h-index

    19 publications

    766 citations

  5. Argonne National Laboratory

    Lemont, United States

    7 h-index

    25 publications

    2.6K citations

  6. Northwestern Polytechnical University

    Xi'an, China

    7 h-index

    18 publications

    1.4K citations

  7. The University of Texas at Austin

    Austin, United States

    6 h-index

    8 publications

    433 citations

  8. Microsoft (United States)

    Redmond, United States

    6 h-index

    14 publications

    595 citations

1–8 of 391

Venues

  1. Reliability Engineering & System Safety

    10 publications · 386 citations

    10

    h-index

  2. arXiv (Cornell University)

    Repository · 11 publications · 514 citations

    10

    h-index

  3. Neurocomputing

    9 publications · 351 citations

    9

    h-index

  4. Structural Safety

    6 publications · 2.7K citations

    6

    h-index

  5. Pattern Recognition

    6 publications · 190 citations

    6

    h-index

1–5