Know Your Boundaries: Constraining Gaussian Processes by Variational
Harmonic Features

Know Your Boundaries: Constraining Gaussian Processes by Variational Harmonic Features

10 April 2019

Arno Solin

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Papers citing "Know Your Boundaries: Constraining Gaussian Processes by Variational Harmonic Features"

17 / 17 papers shown

Title
Asymptotic properties of Vecchia approximation for Gaussian processes Myeongjong Kang Florian Schafer J. Guinness Matthias Katzfuss 72 6 0 29 Jan 2024
A spectrum of physics-informed Gaussian processes for regression in engineering E. Cross T. Rogers D. J. Pitchforth S. Gibson Matthew R. Jones 54 9 0 19 Sep 2023
Rao-Blackwellized Particle Smoothing for Simultaneous Localization and Mapping Manon Kok Arno Solin Thomas B. Schon 43 6 0 06 Jun 2023
Gaussian Process Priors for Systems of Linear Partial Differential Equations with Constant Coefficients Marc Härkönen Markus Lange-Hegermann Bogdan Raiță 133 16 0 29 Dec 2022
Constraining Gaussian processes for physics-informed acoustic emission mapping Matthew R. Jones T. Rogers E. Cross AI4CE 79 16 0 03 Jun 2022
On boundary conditions parametrized by analytic functions Markus Lange-Hegermann D. Robertz 54 5 0 06 May 2022
Incorporating Sum Constraints into Multitask Gaussian Processes Philipp Pilar Carl Jidling Thomas B. Schon Niklas Wahlström TPM 44 3 0 03 Feb 2022
Spectrum Gaussian Processes Based On Tunable Basis Functions Wenqi Fang Guanlin Wu Jingjing Li Ziyi Wang Jiang Cao Yang Ping 18 0 0 14 Jul 2021
Inference for Gaussian Processes with Matérn Covariogram on Compact Riemannian Manifolds Didong Li Wenpin Tang Sudipto Banerjee 87 14 0 08 Apr 2021
Gaussian Process Regression constrained by Boundary Value Problems Mamikon A. Gulian A. Frankel L. Swiler 72 25 0 22 Dec 2020
APIK: Active Physics-Informed Kriging Model with Partial Differential Equations Jialei Chen Zhehui Chen Chuck Zhang C. F. J. Wu 99 15 0 22 Dec 2020
Pathwise Conditioning of Gaussian Processes James T. Wilson Viacheslav Borovitskiy Alexander Terenin P. Mostowsky M. Deisenroth 107 61 0 08 Nov 2020
Variational Autoencoding of PDE Inverse Problems Daniel J. Tait Theodoros Damoulas AI4CE 49 12 0 28 Jun 2020
Variational Orthogonal Features David R. Burt C. Rasmussen Mark van der Wilk BDL DRL 71 12 0 23 Jun 2020
A Survey of Constrained Gaussian Process Regression: Approaches and Implementation Challenges L. Swiler Mamikon A. Gulian A. Frankel Cosmin Safta J. Jakeman GP AI4CE 104 106 0 16 Jun 2020
Gaussian Process Manifold Interpolation for Probabilistic Atrial Activation Maps and Uncertain Conduction Velocity Sam Coveney C. Corrado C. Roney D. O'Hare Steven E. Williams M. OÑeill Steven Niederer R. Clayton J. Oakley Richard D. Wilkinson 64 41 0 22 Apr 2020
Deep kernel learning for integral measurements Carl Jidling J. Hendriks Thomas B. Schon A. Wills 62 7 0 04 Sep 2019