Concepedia

Pool-based Active Learning

Pool-Based Active Learning is a type of active learning paradigm in which the algorithm selects the most informative instances from a fixed, pre-existing pool of unlabeled data for annotation, thereby distinguishing itself from streaming or query-synthesis approaches by its reliance on a static candidate set.

95

Publications

5.2K

Citations

260

Authors

132

Institutions

Publications per year

2017–2026

42

Parents

Publications

95

Employing EM and Pool-Based Active Learning for Text Classification

Andrew McCallum, Kamal Nigam · 1998 · 686 citations

, , +12

A survey on instance selection for active learning

Yifan Fu, Xingquan Zhu · Knowledge and Information Systems · 2012 · 367 citations

, , +13

A bound on the label complexity of agnostic active learning

Steve Hanneke · 2007 · 250 citations

, , +9

Online Choice of Active Learning Algorithms

Yoram Baram, Ran El‐Yaniv, Kobi Luz · 2003 · 187 citations

, , +11

Active Learning by Learning

Wei-Ning Hsu, Hsuan-Tien Lin · Proceedings of the AAAI Conference on Artificial Intelligence · 2015 · 158 citations · Full text

, , +8

1–5 of 95

Authors

260

  1. DW
    Dongrui Wu

    Huazhong University of Science and Technology, China

    2 publications · 187 citations

    3

    h-index

  2. ÓR
    Óscar Reyes

    University of Córdoba, Spain

    2 publications · 136 citations

    2

    h-index

  3. SA
    Stéphane Ayache

    Centre National de la Recherche Scientifique, France

    2 publications · 75 citations

    2

    h-index

  4. SS
    Sivan Sabato

    Ben-Gurion University of the Negev, Israel

    2 publications · 29 citations

    2

    h-index

  5. AO
    Antonio Ortega

    University of Southern California, United States

    2 publications · 148 citations

    2

    h-index

1–5 of 260

Institutions

132

  1. Peking University

    Beijing, China

    3 h-index

    5 publications

    186 citations

  2. Tokyo Institute of Technology

    Tokyo, Japan

    3 h-index

    4 publications

    148 citations

  3. Australian Centre for Robotic Vision

    Brisbane, Australia

    2 h-index

    9 publications

    621 citations

  4. King Abdulaziz University

    Jeddah, Saudi Arabia

    2 h-index

    3 publications

    193 citations

  5. Georgia Institute of Technology

    Atlanta, United States

    2 h-index

    4 publications

    84 citations

  6. Tufts University

    Medford, United States

    2 h-index

    4 publications

    460 citations

  7. University of California, Berkeley

    Berkeley, United States

    2 h-index

    5 publications

    140 citations

  8. Technical University of Denmark

    Kongens Lyngby, Denmark

    2 h-index

    4 publications

    228 citations

1–8 of 132

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 349 citations

    9

    h-index

  2. Machine Learning

    2 publications · 185 citations

    3

    h-index

  3. Neurocomputing

    3 publications · 112 citations

    3

    h-index

  4. Information Sciences

    3 publications · 93 citations

    3

    h-index

  5. 2

    h-index

1–5