Hilbert Space Methods for Reduced-Rank Gaussian Process Regression

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Hilbert Space Methods for Reduced-Rank Gaussian Process Regression

21 January 2014

Arno Solin

Simo Särkkä

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Papers citing "Hilbert Space Methods for Reduced-Rank Gaussian Process Regression"

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Title
Scalable Grouped Gaussian Processes via Direct Cholesky Functional Representations A. Dahl Edwin V. Bonilla 23 0 0 10 Mar 2019
End-to-End Probabilistic Inference for Nonstationary Audio Analysis William J. Wilkinson Michael Riis Andersen Joshua D. Reiss D. Stowell Arno Solin 64 5 0 31 Jan 2019
Evaluating the squared-exponential covariance function in Gaussian processes with integral observations J. Hendriks Carl Jidling A. Wills Thomas B. Schon 68 9 0 18 Dec 2018
Infinite-Horizon Gaussian Processes Arno Solin J. Hensman Richard Turner 60 28 0 15 Nov 2018
Probabilistic approach to limited-data computed tomography reconstruction Z. Purisha Carl Jidling Niklas Wahlström Simo Särkkä Thomas B. Schon 54 19 0 11 Sep 2018
Fast Kernel Approximations for Latent Force Models and Convolved Multiple-Output Gaussian processes Cristian Guarnizo Lemus Mauricio A. Alvarez 84 15 0 18 May 2018
Scalable Magnetic Field SLAM in 3D Using Gaussian Process Maps Manon Kok Arno Solin 51 68 0 05 Apr 2018
Conditionally Independent Multiresolution Gaussian Processes Jalil Taghia Thomas B. Schon 73 1 0 25 Feb 2018
State Space Gaussian Processes with Non-Gaussian Likelihood H. Nickisch Arno Solin A. Grigorevskiy GP 87 32 0 13 Feb 2018
Learning Localized Spatio-Temporal Models From Streaming Data Muhammad Osama Dave Zachariah Thomas B. Schon 103 1 0 09 Feb 2018
Gaussian Process Latent Force Models for Learning and Stochastic Control of Physical Systems Simo Särkkä Mauricio A. Alvarez Neil D. Lawrence 52 52 0 15 Sep 2017
Recursive nonlinear-system identification using latent variables Per Mattsson Dave Zachariah Petre Stoica 78 30 0 14 Jun 2016
Modeling and interpolation of the ambient magnetic field by Gaussian processes Arno Solin Manon Kok Niklas Wahlström Thomas B. Schon Simo Särkkä 49 119 0 15 Sep 2015