Concepedia

Expected Error Reduction

Expected Error Reduction is an active learning criterion that belongs to the class of query strategies and is distinguished by its objective of selecting unlabeled instances that minimize the expected generalization error of the model after labeling.

6

Publications

416

Citations

21

Authors

7

Institutions

Publications per year

2017–2026

3

Parents

Publications

6

Learning Active Learning from Data

Ksenia Konyushkova, Raphael Sznitman, Pascal Fua · Bern Open Repository and Information System (University of Bern) · 2017 · 139 citations · Full text

, , +10

Hierarchical Subquery Evaluation for Active Learning on a Graph

Oisin Mac Aodha, Neill D. F. Campbell, Jan Kautz et al. · 2014 · 98 citations · Full text

, , +16

An expected integrated error reduction function for accelerating Bayesian active learning of failure probability

Pengfei Wei, Yu Zheng, Jiangfeng Fu et al. · Reliability Engineering & System Safety · 2022 · 78 citations

, , +16

Scalable Active Learning by Approximated Error Reduction

Weijie Fu, Meng Wang, Shijie Hao et al. · 2018 · 42 citations

, , +15

Learning a Stopping Criterion for Active Learning for Word Sense Disambiguation and Text Classification

Jingbo Zhu, Huizhen Wang, Eduard Hovy · 2008 · 41 citations

, , +13

1–5 of 6

Authors

21

  1. ND
    Neill D. F. Campbell

    University of Bath, United Kingdom

    1 publications · 98 citations

    1

    h-index

  2. XW
    Xindong Wu

    Hefei University of Technology, China

    1 publications · 42 citations

    1

    h-index

  3. VG
    Vaibhava Goel

    IBM (United States), United States

    1 publications · 18 citations

    1

    h-index

  4. WG
    Weikai Gao

    Tsinghua University, China

    1 publications · 78 citations

    1

    h-index

  5. HJ
    Hong-Kwang Jeff Kuo

    IBM Research - Thomas J. Watson Research Center, United States

    1 publications · 18 citations

    1

    h-index

1–5 of 21

Institutions

7

  1. University College London

    London, United Kingdom

    1 h-index

    4 publications

    392 citations

  2. Hefei University of Technology

    Hefei, China

    1 h-index

    4 publications

    168 citations

  3. University of Bern

    Bern, Switzerland

    1 h-index

    1 publications

    139 citations

  4. China Academy of Launch Vehicle Technology

    Beijing, China

    1 h-index

    2 publications

    156 citations

  5. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    1 h-index

    2 publications

    278 citations

  6. Northwestern Polytechnical University

    Xi'an, China

    1 h-index

    3 publications

    234 citations

  7. University of Southern California

    Los Angeles, United States

    1 h-index

    1 publications

    41 citations

1–7 of 7

Venues

  1. Bern Open Repository and Information System (University of Bern)

    Repository · 1 publications · 139 citations

    1

    h-index

  2. Reliability Engineering & System Safety

    1 publications · 78 citations

    1

    h-index

1–2