Sparse Gaussian Processes with Uncertain Inputs for Multi-Step Ahead Prediction

Sparse Gaussian Processes using Pseudo-inputs

Edward Snelson, Zoubin Ghahramani · 2005 · 1.3K citations

Fast Forward Selection to Speed Up Sparse Gaussian Process Regression

Matthias Seeger, Christopher K. I. Williams, Neil D. Lawrence · Infoscience (Ecole Polytechnique Fédérale de Lausanne) · 2003 · 389 citations · Full text

Sparse Spectrum Gaussian Process Regression

Miguel Lázaro-Gredilla, Joaquin Quiñonero-Candela, Carl Edward Rasmussen et al. · Journal of Machine Learning Research · 2010 · 388 citations

Sparse Representation, Engineering, Machine Learning +11

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 · 370 citations

Application of Gaussian processes for black-box modelling of biosystems

K. Ažman, Juš Kocijan · ISA Transactions · 2007 · 109 citations

Gaussian Process, Process Control, Gaussian Analysis +5