Concepedia

Gaussian Process Model Selection

Gaussian Process Model Selection is the systematic process of identifying the optimal Gaussian process model among a set of candidate models by evaluating their structural assumptions, covariance functions, and hyperparameters relative to observed data and prescribed criteria such as predictive accuracy or generalization performance.

70

Publications

5K

Citations

218

Authors

124

Institutions

Publications per year

2017–2026

38

Parents

Publications

70

Adaptive estimation of a quadratic functional by model selection

Béatrice Laurent, Pascal Massart · The Annals of Statistics · 2000 · 1.1K citations · Full text

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Calculations of Sobol indices for the Gaussian process metamodel

Amandine Marrel, Bertrand Iooss, Béatrice Laurent et al. · Reliability Engineering & System Safety · 2008 · 309 citations · Full text

, , +12

Approximations for Binary Gaussian Process Classification

Hannes Nickisch, Carl Edward Rasmussen · 2008 · 305 citations

, , +17

Minimal Penalties for Gaussian Model Selection

Lucien Birgé, Pascal Massart · Probability Theory and Related Fields · 2006 · 289 citations · Full text

, , +7

Detecting multiple change-points in the mean of Gaussian process by model selection

Émilie Lebarbier · Signal Processing · 2004 · 204 citations · Full text

, , +9

1–5 of 70

Authors

218

  1. AV
    Aki Vehtari

    Aalto University, Finland

    3 publications · 104 citations

    3

    h-index

  2. BI
    Bertrand Iooss

    Institut de Mathématiques de Toulouse, France

    2 publications · 326 citations

    2

    h-index

  3. JK
    Juš Kocijan

    Jožef Stefan Institute, Slovenia

    2 publications · 241 citations

    2

    h-index

  4. LL
    Lester Lik Teck Chan

    Chung Yuan Christian University, Taiwan

    2 publications · 41 citations

    2

    h-index

  5. PM
    Pascal Massart

    Université Paris-Sud, France

    2 publications · 1.4K citations

    2

    h-index

1–5 of 218

Institutions

124

  1. Texas A&M University

    College Station, United States

    5 h-index

    13 publications

    312 citations

  2. Institut de Mathématiques de Toulouse

    Toulouse, France

    2 h-index

    3 publications

    343 citations

  3. Max Planck Society

    Munich, Germany

    2 h-index

    3 publications

    621 citations

  4. University of Edinburgh

    Edinburgh, United Kingdom

    2 h-index

    5 publications

    254 citations

  5. Helsinki Institute for Information Technology

    Espoo, Finland

    2 h-index

    6 publications

    292 citations

  6. Simon Fraser University

    Burnaby, Canada

    2 h-index

    5 publications

    388 citations

  7. Commissariat à l'Énergie Atomique et aux Énergies Alternatives

    Paris, France

    2 h-index

    3 publications

    635 citations

  8. Université Paris-Sud

    Orsay, France

    2 h-index

    3 publications

    2.5K citations

1–8 of 124

Venues

  1. Technometrics

    3 publications · 206 citations

    3

    h-index

  2. Expert Systems with Applications

    3 publications · 54 citations

    3

    h-index

  3. Journal of Hydrology

    2 publications · 92 citations

    2

    h-index

  4. Neurocomputing

    2 publications · 49 citations

    2

    h-index

  5. Reliability Engineering & System Safety

    2 publications · 327 citations

    2

    h-index

1–5