Concepedia

Gaussian Process Filtering

Gaussian Process Filtering is a Bayesian filtering method that employs Gaussian processes as prior distributions over functions to recursively estimate the state of a dynamic system from noisy observations.

156

Publications

9.5K

Citations

463

Authors

212

Institutions

Publications per year

2017–2026

74

Variants

Gp Filtering

Parents

Publications

156

Gaussian-Process Factor Analysis for Low-Dimensional Single-Trial Analysis of Neural Population Activity

Byron M. Yu, John P. Cunningham, Gopal Santhanam et al. · Journal of Neurophysiology · 2009 · 731 citations · Full text

, , +15

Gaussian processes for time-series modelling

Stephen Roberts, Michael A. Osborne, Mark Ebden et al. · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 2013 · 621 citations · Full text

, , +12

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

Recursive implementation of the Gaussian filter

Ian Young, Lucas J. van Vliet · Signal Processing · 1995 · 386 citations

, , +11

GP-BayesFilters: Bayesian filtering using Gaussian process prediction and observation models

Jonathan Ko, Dieter Fox · Autonomous Robots · 2009 · 335 citations

, , +13

1–5 of 156

Authors

463

  1. SR
    Stephen Roberts

    University of Oxford, United Kingdom

    8 publications · 1.2K citations

    8

    h-index

  2. JK
    Jonathan Ko

    University of Washington, United States

    5 publications · 606 citations

    5

    h-index

  3. SR
    Steven Reece

    University of Oxford, United Kingdom

    5 publications · 758 citations

    5

    h-index

  4. MA
    Michael A. Osborne

    University of Oxford, United Kingdom

    5 publications · 1.1K citations

    5

    h-index

  5. BC
    Brahim Chaib-draa

    Université Laval, Canada

    4 publications · 116 citations

    4

    h-index

1–5 of 463

Institutions

212

  1. University of Oxford

    Oxford, United Kingdom

    10 h-index

    30 publications

    6.3K citations

  2. University of Washington

    Seattle, United States

    7 h-index

    14 publications

    1.6K citations

  3. University of Sheffield

    Sheffield, United Kingdom

    6 h-index

    14 publications

    590 citations

  4. Université Laval

    Québec, Canada

    4 h-index

    6 publications

    168 citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    9 publications

    319 citations

  6. University of Cambridge

    Cambridge, United Kingdom

    4 h-index

    6 publications

    277 citations

  7. Shanghai Jiao Tong University

    Shanghai, China

    4 h-index

    11 publications

    489 citations

  8. Linköping University

    Linköping, Sweden

    4 h-index

    9 publications

    724 citations

1–8 of 212

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 226 citations

    5

    h-index

  2. 4

    h-index

  3. Journal of Computational Physics

    4 publications · 824 citations

    4

    h-index

  4. Expert Systems with Applications

    3 publications · 86 citations

    3

    h-index

  5. Mechanical Systems and Signal Processing

    MSSP · 3 publications · 71 citations

    3

    h-index

1–5