Concepedia

Multi-output Gaussian Processes

Multi-Output Gaussian Processes is a Gaussian process model that extends the standard Gaussian process framework to jointly model multiple correlated output variables by defining a structured covariance function across both input domains and output dimensions.

73

Publications

3.6K

Citations

213

Authors

103

Institutions

Publications per year

2017–2026

55

Variants

Multi-output Gaussian Process

Parents

Publications

73

Remarks on multi-output Gaussian process regression

Haitao Liu, Jianfei Cai, Yew-Soon Ong · Knowledge-Based Systems · 2018 · 302 citations

, , +8

Computationally Efficient Convolved Multiple Output Gaussian Processes

Mauricio A. Álvarez, Neil D. Lawrence · 2011 · 237 citations

, , +13

Multi-output local Gaussian process regression: Applications to uncertainty quantification

Ilias Bilionis, Nicholas Zabaras · Journal of Computational Physics · 2012 · 185 citations

, , +12

Sparse Convolved Gaussian Processes for Multi-output Regression

Mauricio A. Álvarez, Neil D. Lawrence · 2008 · 176 citations

, , +13

Multi-output separable Gaussian process: Towards an efficient, fully Bayesian paradigm for uncertainty quantification

Ilias Bilionis, Nicholas Zabaras, Bledar A. Konomi et al. · Journal of Computational Physics · 2013 · 175 citations

, , +14

1–5 of 73

Authors

213

  1. MA
    Mauricio A. Álvarez

    Technological University of Pereira, Colombia

    7 publications · 608 citations

    7

    h-index

  2. ND
    Neil D. Lawrence

    University of Sheffield, United Kingdom

    4 publications · 538 citations

    4

    h-index

  3. JF
    Joseph Futoma

    Duke University, United States

    3 publications · 116 citations

    3

    h-index

  4. KH
    Katherine Heller

    Duke University, United States

    3 publications · 116 citations

    3

    h-index

  5. MS
    Mark Sendak

    Duke Institute for Health Innovation, United States

    3 publications · 116 citations

    3

    h-index

1–5 of 213

Institutions

103

  1. University of Sheffield

    Sheffield, United Kingdom

    6 h-index

    7 publications

    471 citations

  2. University of Oxford

    Oxford, United Kingdom

    3 h-index

    8 publications

    800 citations

  3. University of Southampton

    Southampton, United Kingdom

    3 h-index

    8 publications

    662 citations

  4. Huazhong University of Science and Technology

    Wuhan, China

    3 h-index

    12 publications

    496 citations

  5. University of Cambridge

    Cambridge, United Kingdom

    3 h-index

    9 publications

    135 citations

  6. University of Michigan–Dearborn

    Dearborn, United States

    3 h-index

    3 publications

    102 citations

  7. Duke University

    Durham, United States

    2 h-index

    6 publications

    86 citations

  8. Chongqing University

    Chongqing, China

    2 h-index

    4 publications

    120 citations

1–8 of 103

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 291 citations

    10

    h-index

  2. Knowledge-Based Systems

    4 publications · 394 citations

    4

    h-index

  3. Journal of Computational Physics

    3 publications · 376 citations

    3

    h-index

  4. 2

    h-index

  5. Neural Information Processing Systems

    Conference · 2 publications · 200 citations

    2

    h-index

1–5