Concepedia

Gaussian Process Classification

Gaussian Process Classification is a probabilistic classification framework that employs Gaussian processes as the prior distribution over latent functions, distinguishing itself by modeling class probabilities through a likelihood function suitable for discrete outcomes.

174

Publications

13.1K

Citations

518

Authors

266

Institutions

Publications per year

2017–2026

62

Parents

Publications

174

Gaussian Processes for Machine Learning (GPML) Toolbox

Carl Edward Rasmussen, Hannes Nickisch · Max Planck Institute for Plasma Physics · 2010 · 943 citations

, , +14

PyMC: a modern, and comprehensive probabilistic programming framework in Python

Oriol Abril, Virgile Andreani, Colin Carroll et al. · PeerJ Computer Science · 2023 · 792 citations · Full text

, , +16

Bayesian classification with Gaussian processes

Christopher K. I. Williams, David Barber · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1998 · 769 citations · Full text

, , +15

Twenty Years of Mixture of Experts

Seniha Esen Yüksel, Joseph N. Wilson, Paul Gader · IEEE Transactions on Neural Networks and Learning Systems · 2012 · 565 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

1–5 of 174

Authors

518

  1. MS
    Matthias Seeger

    Max Planck Society, Germany

    7 publications · 646 citations

    7

    h-index

  2. ZG
    Zoubin Ghahramani

    University of Cambridge, United Kingdom

    6 publications · 1K citations

    6

    h-index

  3. AF
    André F. Marquand

    Radboud University Nijmegen, Netherlands

    5 publications · 411 citations

    5

    h-index

  4. MO
    Manfred Opper

    Technische Universität Berlin, Germany

    5 publications · 315 citations

    5

    h-index

  5. OW
    Ole Winther

    Technical University of Denmark, Denmark

    4 publications · 298 citations

    4

    h-index

1–5 of 518

Institutions

266

  1. University of Oxford

    Oxford, United Kingdom

    9 h-index

    28 publications

    2.8K citations

  2. University of Cambridge

    Cambridge, United Kingdom

    8 h-index

    18 publications

    1.5K citations

  3. University of Edinburgh

    Edinburgh, United Kingdom

    5 h-index

    6 publications

    1.1K citations

  4. Max Planck Institute for Biological Cybernetics

    Tübingen, Germany

    5 h-index

    9 publications

    3.1K citations

  5. University of Macau

    Macao, Macao

    4 h-index

    8 publications

    223 citations

  6. King's College London

    London, United Kingdom

    4 h-index

    18 publications

    1.5K citations

  7. Universidad Autónoma de Madrid

    Madrid, Spain

    4 h-index

    8 publications

    184 citations

  8. Aston University

    Birmingham, United Kingdom

    4 h-index

    8 publications

    554 citations

1–8 of 266

Venues

  1. arXiv (Cornell University)

    Repository · 21 publications · 923 citations

    14

    h-index

  2. IEEE Access

    5 publications · 171 citations

    5

    h-index

  3. Infoscience (Ecole Polytechnique Fédérale de Lausanne)

    Repository · 5 publications · 249 citations

    5

    h-index

  4. Journal of Machine Learning Research

    JMLR · 4 publications · 621 citations

    4

    h-index

  5. PLoS ONE

    3 publications · 238 citations

    3

    h-index

1–5