SLEIPNIR: Deterministic and Provably Accurate Feature Expansion for
Gaussian Process Regression with Derivatives

SLEIPNIR: Deterministic and Provably Accurate Feature Expansion for Gaussian Process Regression with Derivatives

5 March 2020

Emmanouil Angelis

Bernhard Schölkopf

Stefan Bauer

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Papers citing "SLEIPNIR: Deterministic and Provably Accurate Feature Expansion for Gaussian Process Regression with Derivatives"

11 / 11 papers shown

Title
AReS and MaRS - Adversarial and MMD-Minimizing Regression for SDEs G. Abbati Philippe Wenk Michael A. Osborne Andreas Krause Bernhard Schölkopf Stefan Bauer DiffM 43 15 0 22 Feb 2019
ODIN: ODE-Informed Regression for Parameter and State Inference in Time-Continuous Dynamical Systems Philippe Wenk G. Abbati Michael A. Osborne Bernhard Schölkopf Andreas Krause Stefan Bauer 57 31 0 17 Feb 2019
Scaling Gaussian Process Regression with Derivatives David Eriksson Kun Dong E. Lee D. Bindel A. Wilson GP 56 76 0 29 Oct 2018
On Kernel Derivative Approximation with Random Fourier Features Z. Szabó Bharath K. Sriperumbudur 34 13 0 11 Oct 2018
Fast Gaussian Process Based Gradient Matching for Parameter Identification in Systems of Nonlinear ODEs Philippe Wenk Alkis Gotovos Stefan Bauer Nico S. Gorbach Andreas Krause J. M. Buhmann BDL 57 48 0 12 Apr 2018
Scalable Variational Inference for Dynamical Systems Nico S. Gorbach Stefan Bauer J. M. Buhmann BDL 57 49 0 19 May 2017
Bayesian Optimization with Gradients Jian Wu Matthias Poloczek A. Wilson P. Frazier 65 210 0 13 Mar 2017
Variational Fourier features for Gaussian processes J. Hensman N. Durrande Arno Solin VLM 75 202 0 21 Nov 2016
Modeling and interpolation of the ambient magnetic field by Gaussian processes Arno Solin Manon Kok Niklas Wahlström Thomas B. Schon Simo Särkkä 31 119 0 15 Sep 2015
Probabilistic Numerics and Uncertainty in Computations Philipp Hennig Michael A. Osborne Mark Girolami 76 307 0 03 Jun 2015
Kernel Interpolation for Scalable Structured Gaussian Processes (KISS-GP) A. Wilson H. Nickisch GP 86 515 0 03 Mar 2015