Concepedia

Gaussian Process Surrogates

Gaussian Process Surrogates is a statistical modeling framework that employs Gaussian processes as a probabilistic surrogate to approximate computationally expensive functions by interpolating observed data with quantified uncertainty.

449

Publications

27.8K

Citations

1.3K

Authors

538

Institutions

Publications per year

2017–2026

305

Variants

Gaussian Process Surrogate Models

Parents

Publications

449

Improved Surrogate Data for Nonlinearity Tests

Thomas Schreiber, Andreas Schmitz · Physical Review Letters · 1996 · 1.5K citations · Full text

, , +13

Efficient Global Reliability Analysis for Nonlinear Implicit Performance Functions

Barron Bichon, Michael Eldred, Laura Swiler et al. · AIAA Journal · 2008 · 1.1K citations

, , +16

Multi-fidelity optimization via surrogate modelling

Alexander I. J. Forrester, András Sóbester, Andy J. Keane · Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences · 2007 · 992 citations

, , +17

Machine learning of linear differential equations using Gaussian processes

Maziar Raissi, Paris Perdikaris, George Em Karniadakis · Journal of Computational Physics · 2017 · 592 citations · Full text

, , +16

A Gaussian Process Surrogate Model Assisted Evolutionary Algorithm for Medium Scale Expensive Optimization Problems

Bo Liu, Qingfu Zhang, Georges Gielen · IEEE Transactions on Evolutionary Computation · 2013 · 570 citations

, , +16

1–5 of 449

Authors

1.3K

  1. RB
    Robert B. Gramacy

    University of Chicago, United States

    18 publications · 1.4K citations

    16

    h-index

  2. YO
    Yew-Soon Ong

    Nanyang Technological University, Singapore

    6 publications · 677 citations

    6

    h-index

  3. HK
    Herbert K. H. Lee

    University of California, Santa Cruz, United States

    5 publications · 465 citations

    5

    h-index

  4. AG
    Andrew Gordon Wilson

    Cornell University, United States

    5 publications · 191 citations

    5

    h-index

  5. TC
    Tao Chen

    University of Surrey, United Kingdom

    5 publications · 333 citations

    5

    h-index

1–5 of 1.3K

Institutions

538

  1. Virginia Tech

    Blacksburg, United States

    13 h-index

    33 publications

    1.2K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    12 h-index

    30 publications

    1K citations

  3. University of Exeter

    Exeter, United Kingdom

    10 h-index

    19 publications

    602 citations

  4. Texas A&M University

    College Station, United States

    10 h-index

    36 publications

    2.1K citations

  5. Georgia Institute of Technology

    Atlanta, United States

    9 h-index

    25 publications

    2.3K citations

  6. Northwestern University

    Evanston, United States

    8 h-index

    20 publications

    930 citations

  7. University of California, Santa Cruz

    Santa Cruz, United States

    8 h-index

    10 publications

    946 citations

  8. University of Sheffield

    Sheffield, United Kingdom

    8 h-index

    23 publications

    2.4K citations

1–8 of 538

Venues

  1. arXiv (Cornell University)

    Repository · 28 publications · 892 citations

    18

    h-index

  2. Reliability Engineering & System Safety

    15 publications · 1.1K citations

    15

    h-index

  3. Technometrics

    15 publications · 1.5K citations

    13

    h-index

  4. Mechanical Systems and Signal Processing

    MSSP · 10 publications · 324 citations

    10

    h-index

  5. 9

    h-index

1–5