Concepedia

Multivariate Gaussian Processes

Multivariate Gaussian Processes is a stochastic process that generalizes univariate Gaussian Processes by modeling multivariate functions as a joint Gaussian distribution over multiple output variables, characterized by a mean function and a matrix-valued covariance function encoding inter-variable and spatial-temporal dependencies.

458

Publications

29.7K

Citations

1.1K

Authors

533

Institutions

Publications per year

2017–2026

165

Parents

Publications

458

Maximum a posteriori estimation for multivariate Gaussian mixture observations of Markov chains

J.-L. Gauvain, Chin‐Hui Lee · IEEE Transactions on Speech and Audio Processing · 1994 · 2.1K citations

, , +16

Probabilistic Non-linear Principal Component Analysis with Gaussian Process Latent Variable Models

Neil D. Lawrence · 2005 · 954 citations

, , +12

Estimation of Non-Normalized Statistical Models by Score Matching

Aapo Hyvärinen · 2005 · 725 citations

, , +17

ASYMPTOTICS OF SAMPLE EIGENSTRUCTURE FOR A LARGE DIMENSIONAL SPIKED COVARIANCE MODEL

Debashis Paul · 2007 · 660 citations

, , +13

Choosing starting values for the EM algorithm for getting the highest likelihood in multivariate Gaussian mixture models

Christophe Biernacki, Gilles Celeux, Gérard Govaert · Computational Statistics & Data Analysis · 2003 · 644 citations

, , +12

1–5 of 458

Authors

1.1K

  1. GL
    Georg Lindgren

    Statistics Sweden, Sweden

    6 publications · 188 citations

    6

    h-index

  2. RA
    Raed Al Kontar

    University of Michigan, United States

    4 publications · 124 citations

    4

    h-index

  3. YL
    Yongxiang Li

    Chinese Academy of Sciences, China

    3 publications · 77 citations

    3

    h-index

  4. TC
    Tao Chen

    University of Surrey, United Kingdom

    3 publications · 303 citations

    3

    h-index

  5. DA
    David A. Clifton

    University of Oxford, United Kingdom

    3 publications · 295 citations

    3

    h-index

1–5 of 1.1K

Institutions

533

  1. Centre National de la Recherche Scientifique

    Paris, France

    12 h-index

    20 publications

    4.3K citations

  2. University of Oxford

    Oxford, United Kingdom

    10 h-index

    30 publications

    1.7K citations

  3. Stanford University

    Stanford, United States

    8 h-index

    10 publications

    633 citations

  4. University College London

    London, United Kingdom

    8 h-index

    10 publications

    878 citations

  5. Imperial College London

    London, United Kingdom

    7 h-index

    11 publications

    527 citations

  6. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    7 h-index

    15 publications

    1.6K citations

  7. Duke University

    Durham, United States

    6 h-index

    11 publications

    839 citations

  8. Georgia Institute of Technology

    Atlanta, United States

    6 h-index

    11 publications

    985 citations

1–8 of 533

Venues

  1. arXiv (Cornell University)

    Repository · 26 publications · 1.2K citations

    16

    h-index

  2. Technometrics

    7 publications · 336 citations

    8

    h-index

  3. IEEE Transactions on Signal Processing

    7 publications · 554 citations

    7

    h-index

  4. Computational Statistics & Data Analysis

    CSDA · 7 publications · 1.2K citations

    7

    h-index

  5. Signal Processing

    6 publications · 216 citations

    6

    h-index

1–5