Concepedia

Multi-task Gaussian Processes

Multi-Task Gaussian Processes is a probabilistic model that extends the standard Gaussian Process framework by enabling the joint modeling of multiple related tasks through shared latent functions or covariance structures, thereby capturing inter-task dependencies while maintaining task-specific characteristics.

62

Publications

4.6K

Citations

199

Authors

83

Institutions

Publications per year

2017–2026

31

Parents

Publications

62

Multi-task Gaussian Process Prediction

Edwin V. Bonilla, Kian Ming A. Chai, Christopher K. I. Williams · Edinburgh Research Explorer · 2007 · 851 citations · Full text

, , +16

Multi-Task Bayesian Optimization

Kevin Swersky, Jasper Snoek, Ryan P. Adams · Digital Access to Scholarship at Harvard (DASH) (Harvard University) · 2013 · 452 citations · Full text

, , +16

Learning Gaussian processes from multiple tasks

Kai Yu, Volker Tresp, Anton Schwaighofer · 2005 · 391 citations

, , +16

Learning to learn with the informative vector machine

Neil D. Lawrence, John Platt · 2004 · 334 citations

, , +15

Multi-task warped Gaussian process for personalized age estimation

Yu Zhang, Dit‐Yan Yeung · 2010 · 195 citations

, , +15

1–5 of 62

Authors

199

  1. AG
    Andrew Gordon Wilson

    Cornell University, United States

    4 publications · 195 citations

    4

    h-index

  2. MA
    Marco A. F. Pimentel

    University of Oxford, United Kingdom

    3 publications · 366 citations

    3

    h-index

  3. DA
    David A. Clifton

    University of Oxford, United Kingdom

    3 publications · 366 citations

    3

    h-index

  4. MV
    Mihaela van der Schaar

    University of California, Los Angeles, United States

    3 publications · 181 citations

    3

    h-index

  5. TC
    Trevor Cohn

    The University of Melbourne, Australia

    3 publications · 153 citations

    3

    h-index

1–5 of 199

Institutions

83

  1. University of Edinburgh

    Edinburgh, United Kingdom

    5 h-index

    11 publications

    3.1K citations

  2. The University of Sydney

    Sydney, Australia

    4 h-index

    13 publications

    414 citations

  3. University of Oxford

    Oxford, United Kingdom

    4 h-index

    9 publications

    922 citations

  4. Tsinghua University

    Beijing, China

    3 h-index

    5 publications

    102 citations

  5. University of Sheffield

    Sheffield, United Kingdom

    3 h-index

    6 publications

    654 citations

  6. Australian Centre for Robotic Vision

    Brisbane, Australia

    3 h-index

    11 publications

    288 citations

  7. University of Cambridge

    Cambridge, United Kingdom

    3 h-index

    8 publications

    472 citations

  8. University of California, Los Angeles

    Los Angeles, United States

    2 h-index

    5 publications

    193 citations

1–8 of 83

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 305 citations

    6

    h-index

  2. Neural Information Processing Systems

    Conference · 3 publications · 199 citations

    3

    h-index

  3. Max Planck Digital Library

    Repository · 1 publications · 55 citations

    1

    h-index

  4. Warwick Research Archive Portal (University of Warwick)

    Repository · 1 publications · 14 citations

    1

    h-index

  5. ERA

    Repository · 1 publications · 21 citations

    1

    h-index

1–5