Preconditioning for Scalable Gaussian Process Hyperparameter
Optimization

Preconditioning for Scalable Gaussian Process Hyperparameter Optimization

1 July 2021

Jonathan Wenger

John P. Cunningham

Papers citing "Preconditioning for Scalable Gaussian Process Hyperparameter Optimization"

13 / 13 papers shown

Title
Scalable Computations for Generalized Mixed Effects Models with Crossed Random Effects Using Krylov Subspace Methods Pascal Kündig Fabio Sigrist 14 0 0 14 May 2025
Preconditioned Additive Gaussian Processes with Fourier Acceleration Theresa Wagner Tianshi Xu Franziska Nestler Yuanzhe Xi Martin Stoll 51 1 0 01 Apr 2025
Computation-Aware Gaussian Processes: Model Selection And Linear-Time Inference Jonathan Wenger Kaiwen Wu Philipp Hennig Jacob R. Gardner Geoff Pleiss John P. Cunningham 27 5 0 01 Nov 2024
Calibrated Computation-Aware Gaussian Processes Disha Hegde Mohamed Adil Jon Cockayne 16 4 0 11 Oct 2024
Gaussian Processes Sampling with Sparse Grids under Additive Schwarz Preconditioner Haoyuan Chen Rui Tuo 27 0 0 01 Aug 2024
Gradients of Functions of Large Matrices Nicholas Krämer Pablo Moreno-Muñoz Hrittik Roy Søren Hauberg 34 0 0 27 May 2024
Kernel Multigrid: Accelerate Back-fitting via Sparse Gaussian Process Regression Lu Zou Liang Ding 31 0 0 20 Mar 2024
Data-Driven Model Selections of Second-Order Particle Dynamics via Integrating Gaussian Processes with Low-Dimensional Interacting Structures Jinchao Feng Charles Kulick Sui Tang 24 2 0 01 Nov 2023
Implicit Manifold Gaussian Process Regression Bernardo Fichera Viacheslav Borovitskiy Andreas Krause A. Billard 9 3 0 30 Oct 2023
Large-Scale Gaussian Processes via Alternating Projection Kaiwen Wu Jonathan Wenger Haydn Jones Geoff Pleiss Jacob R. Gardner 35 7 0 26 Oct 2023
Iterative Methods for Vecchia-Laplace Approximations for Latent Gaussian Process Models Pascal Kündig Fabio Sigrist 13 2 0 18 Oct 2023
Probabilistic Unrolling: Scalable, Inverse-Free Maximum Likelihood Estimation for Latent Gaussian Models Alexander Lin Bahareh Tolooshams Yves Atchadé Demba E. Ba 31 1 0 05 Jun 2023
Posterior and Computational Uncertainty in Gaussian Processes Jonathan Wenger Geoff Pleiss Marvin Pfortner Philipp Hennig John P. Cunningham 72 19 0 30 May 2022