Concepedia

Gaussian Process Forecasting

Gaussian Process Forecasting is a probabilistic forecasting method that uses Gaussian processes as priors over functions to model time series data, distinguishing itself by providing full posterior distributions over future values through non-parametric Bayesian inference.

108

Publications

7.9K

Citations

283

Authors

147

Institutions

Publications per year

2017–2026

65

Variants

Gp Forecasting

Parents

Publications

108

Wind Power Forecasts Using Gaussian Processes and Numerical Weather Prediction

Niya Chen, Zheng Qian, Ian T. Nabney et al. · IEEE Transactions on Power Systems · 2013 · 444 citations · Full text

, , +15

Gaussian Process Priors with Uncertain Inputs Application to Multiple-Step Ahead Time Series Forecasting

Agathe Girard, Carl Edward Rasmussen, Joaquin Quiñonero Candela et al. · 2002 · 371 citations

, , +16

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

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

, , +13

Gaussian process for nonstationary time series prediction

S. Brahim-Belhouari, Amine Bermak · Computational Statistics & Data Analysis · 2004 · 315 citations

, , +13

Monthly streamflow forecasting using Gaussian Process Regression

Alexander Y. Sun, Dingbao Wang, Xianli Xu · Journal of Hydrology · 2014 · 296 citations · Full text

, , +12

1–5 of 108

Authors

283

  1. XX
    Xiaojie Xu

    North Carolina State University, United States

    13 publications · 1.7K citations

    13

    h-index

  2. BJ
    Bingzi Jin

    North Carolina State University, United States

    11 publications · 1.5K citations

    11

    h-index

  3. AG
    Agathe Girard

    University of Glasgow, United Kingdom

    4 publications · 588 citations

    4

    h-index

  4. DC
    Di Cao

    University of Electronic Science and Technology of China, China

    3 publications · 119 citations

    3

    h-index

  5. WH
    Weihao Hu

    Aalborg University, Denmark

    3 publications · 119 citations

    3

    h-index

1–5 of 283

Institutions

147

  1. North Carolina State University

    Raleigh, United States

    12 h-index

    14 publications

    1.8K citations

  2. University of Sheffield

    Sheffield, United Kingdom

    4 h-index

    4 publications

    58 citations

  3. Meiji University

    Tokyo, Japan

    3 h-index

    6 publications

    220 citations

  4. Max Planck Society

    Munich, Germany

    3 h-index

    4 publications

    264 citations

  5. Max Planck Institute for Biological Cybernetics

    Tübingen, Germany

    3 h-index

    4 publications

    264 citations

  6. Aalborg University

    Aalborg, Denmark

    3 h-index

    6 publications

    238 citations

  7. University of Oxford

    Oxford, United Kingdom

    3 h-index

    12 publications

    804 citations

  8. University of Electronic Science and Technology of China

    Chengdu, China

    3 h-index

    8 publications

    331 citations

1–8 of 147

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 168 citations

    4

    h-index

  2. Applied Energy

    3 publications · 408 citations

    3

    h-index

  3. IEEE Transactions on Power Systems

    3 publications · 555 citations

    3

    h-index

  4. IFAC-PapersOnLine

    3 publications · 76 citations

    3

    h-index

  5. 3

    h-index

1–5