Concepedia

Gaussian Process Sampling

Gaussian Process Sampling is a stochastic simulation method that generates realizations from a Gaussian process prior, distinguished by its specification of a mean function and covariance kernel to produce sample paths consistent with the probabilistic structure of Gaussian random functions.

98

Publications

4.9K

Citations

323

Authors

169

Institutions

Publications per year

2017–2026

58

Parents

Publications

98

Efficient Global Reliability Analysis for Nonlinear Implicit Performance Functions

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

, , +16

Monte Carlo Implementation of Gaussian Process Models for Bayesian Regression and Classification

Radford M. Neal · ArXiv.org · 1997 · 393 citations · Full text

, , +17

Inferring probabilistic stellar rotation periods using Gaussian processes

Ruth Angus, Timothy D. Morton, S. Aigrain et al. · Monthly Notices of the Royal Astronomical Society · 2017 · 229 citations · Full text

, , +16

Continuous-time Gaussian process motion planning via probabilistic inference

Mustafa Mukadam, Jing Dong, Xinyan Yan et al. · The International Journal of Robotics Research · 2018 · 214 citations · Full text

, , +15

DR|GRADUATE: Uncertainty-aware deep learning-based diabetic retinopathy grading in eye fundus images

Teresa Araújo, Guilherme Aresta, Luís Mendonça et al. · Medical Image Analysis · 2020 · 125 citations · Full text

, , +17

1–5 of 98

Authors

323

  1. LS
    Laura Swiler

    Sandia National Laboratories, United States

    3 publications · 1.2K citations

    3

    h-index

  2. MB
    Mona Buisson-Fenet

    RWTH Aachen University, Germany

    2 publications · 39 citations

    2

    h-index

  3. ZH
    Zhaolin Hu

    Tongji University, China

    2 publications · 88 citations

    2

    h-index

  4. LS
    Lihua Sun

    Tongji University, China

    2 publications · 88 citations

    2

    h-index

  5. PK
    Pradeep K. Khosla

    Carnegie Mellon University, United States

    2 publications · 66 citations

    2

    h-index

1–5 of 323

Institutions

169

  1. Shanghai Jiao Tong University

    Shanghai, China

    4 h-index

    13 publications

    274 citations

  2. National Institute for Materials Science

    Tsukuba, Japan

    3 h-index

    8 publications

    344 citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    8 publications

    404 citations

  4. National University of Singapore

    Singapore, Singapore

    3 h-index

    3 publications

    98 citations

  5. Imperial College London

    London, United Kingdom

    3 h-index

    5 publications

    136 citations

  6. University of Science and Technology of China

    Hefei, China

    3 h-index

    7 publications

    146 citations

  7. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    3 publications

    75 citations

  8. The University of Tokyo

    Tokyo, Japan

    2 h-index

    4 publications

    75 citations

1–8 of 169

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 138 citations

    6

    h-index

  2. Neural Information Processing Systems

    Conference · 2 publications · 109 citations

    2

    h-index

  3. Technometrics

    2 publications · 37 citations

    2

    h-index

  4. 2

    h-index

  5. Computational Statistics & Data Analysis

    CSDA · 2 publications · 68 citations

    2

    h-index

1–5