Concepedia

Active Learning For Classification

Active Learning for Classification is a machine learning paradigm within supervised classification that iteratively selects the most informative instances for labeling to improve model performance while minimizing annotation effort.

1.2K

Publications

70.6K

Citations

3K

Authors

958

Institutions

Publications per year

2017–2026

523

Parents

Publications

1.2K

Improving Generalization with Active Learning

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

, , +10

An open source machine learning framework for efficient and transparent systematic reviews

Nature Machine Intelligence · 2021 · 1.1K citations · Full text

, , +16

Less is More: Active Learning with Support Vector Machines

Greg Schohn, David Cohn · 2000 · 776 citations

, , +9

Improving generalization with active learning

David Cohn, Les Atlas, Richard E. Ladner · Machine Learning · 1994 · 737 citations

, , +10

Active Learning for Convolutional Neural Networks: A Core-Set Approach

Ozan Şener, Silvio Savarese · arXiv (Cornell University) · 2017 · 687 citations · Full text

, , +13

1–5 of 1.2K

Authors

3K

  1. LB
    Lorenzo Bruzzone

    University of Trento, Italy

    13 publications · 1.1K citations

    12

    h-index

  2. DT
    Devis Tuia

    École Polytechnique Fédérale de Lausanne, Switzerland

    12 publications · 1.8K citations

    12

    h-index

  3. JW
    Jian Wu

    Soochow University, China

    10 publications · 228 citations

    10

    h-index

  4. JL
    Jun Li

    Sun Yat-sen University, China

    10 publications · 595 citations

    10

    h-index

  5. KG
    Kristen Grauman

    The University of Texas at Austin, United States

    10 publications · 1.1K citations

    10

    h-index

1–5 of 3K

Institutions

958

  1. Carnegie Mellon University

    Pittsburgh, United States

    24 h-index

    72 publications

    4.6K citations

  2. The University of Texas at Austin

    Austin, United States

    22 h-index

    58 publications

    4.4K citations

  3. University of Trento

    Trento, Italy

    20 h-index

    49 publications

    3.9K citations

  4. Microsoft (United States)

    Redmond, United States

    18 h-index

    50 publications

    4.3K citations

  5. Chinese Academy of Sciences

    Beijing, China

    17 h-index

    45 publications

    2.1K citations

  6. Wuhan University

    Wuhan, China

    16 h-index

    60 publications

    2.9K citations

  7. Arizona State University

    Tempe, United States

    15 h-index

    41 publications

    2K citations

  8. Nanyang Technological University

    Singapore, Singapore

    14 h-index

    32 publications

    1.5K citations

1–8 of 958

Venues

  1. arXiv (Cornell University)

    Repository · 60 publications · 3.3K citations

    29

    h-index

  2. 26

    h-index

  3. Neurocomputing

    23 publications · 1.3K citations

    19

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 22 publications · 726 citations

    16

    h-index

  5. Pattern Recognition

    17 publications · 953 citations

    15

    h-index

1–5