Concepedia

Active Learning With Gaussian Processes

Active Learning with Gaussian Processes is a machine learning framework that iteratively selects the most informative data points for labeling by leveraging the probabilistic predictions and uncertainty estimates of a Gaussian process model to optimize the training data acquisition process.

97

Publications

5.2K

Citations

269

Authors

131

Institutions

Publications per year

2017–2026

52

Parents

Publications

97

Fast Sparse Gaussian Process Methods: The Informative Vector Machine

Ralf Herbrich, Neil D. Lawrence, Matthias Seeger · Neural Information Processing Systems · 2002 · 499 citations

, , +16

Bayesian Active Learning for Classification and Preference Learning

Neil Houlsby, Ferenc Huszár, Zoubin Ghahramani et al. · Cambridge University Engineering Department Publications Database · 2011 · 493 citations · Full text

, , +16

Active Learning with Gaussian Processes for Object Categorization

Ashish Kapoor, Kristen Grauman, Raquel Urtasun et al. · 2007 · 330 citations

, , +16

Active learning for structural reliability: Survey, general framework and benchmark

Maliki Moustapha, Stefano Marelli, Bruno Sudret · Structural Safety · 2022 · 247 citations · Full text

, , +16

Gaussian Processes for Object Categorization

Ashish Kapoor, Kristen Grauman, Raquel Urtasun et al. · International Journal of Computer Vision · 2009 · 185 citations · Full text

, , +16

1–5 of 97

Authors

269

  1. AK
    Ashish Kapoor

    Microsoft (United States), United States

    5 publications · 749 citations

    5

    h-index

  2. GH
    Gang Hua

    Microsoft (United States), United States

    3 publications · 184 citations

    3

    h-index

  3. CL
    Chengjiang Long

    Wuhan University, China

    3 publications · 184 citations

    3

    h-index

  4. SS
    Shiliang Sun

    East China Normal University, China

    3 publications · 53 citations

    3

    h-index

  5. AK
    Andreas Krause

    ETH Zurich, Switzerland

    3 publications · 352 citations

    3

    h-index

1–5 of 269

Institutions

131

  1. ETH Zurich

    Zurich, Switzerland

    5 h-index

    11 publications

    1.4K citations

  2. The University of Texas at Austin

    Austin, United States

    5 h-index

    8 publications

    645 citations

  3. Microsoft (United States)

    Redmond, United States

    5 h-index

    9 publications

    1.1K citations

  4. University of Sheffield

    Sheffield, United Kingdom

    4 h-index

    12 publications

    906 citations

  5. University of Cambridge

    Cambridge, United Kingdom

    4 h-index

    6 publications

    353 citations

  6. East China Normal University

    Shanghai, China

    3 h-index

    8 publications

    138 citations

  7. Massachusetts Institute of Technology

    Cambridge, United States

    3 h-index

    4 publications

    487 citations

  8. Stevens Institute of Technology

    Hoboken, United States

    3 h-index

    5 publications

    297 citations

1–8 of 131

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 153 citations

    8

    h-index

  2. Reliability Engineering & System Safety

    5 publications · 164 citations

    5

    h-index

  3. Structural Safety

    3 publications · 299 citations

    3

    h-index

  4. 2

    h-index

  5. International Journal of Computer Vision

    2 publications · 241 citations

    2

    h-index

1–5