Hyperpriors for Matérn fields with applications in Bayesian inversion

Hyperpriors for Matérn fields with applications in Bayesian inversion

9 December 2016

Papers citing "Hyperpriors for Matérn fields with applications in Bayesian inversion"

13 / 13 papers shown

Title
STRIDE: Sparse Techniques for Regression in Deep Gaussian Processes Simon Urbainczyk Aretha L. Teckentrup Jonas Latz GP 17 0 0 16 May 2025
Sparsity promoting reconstructions via hierarchical prior models in diffuse optical tomography Anssi Manninen Meghdoot Mozumder T. Tarvainen A. Hauptmann 18 1 0 18 Aug 2022
Hierarchical Non-Stationary Temporal Gaussian Processes With $L^1$ -Regularization Zheng Zhao Rui Gao Simo Särkkä 20 0 0 20 May 2021
Deep State-Space Gaussian Processes Zheng Zhao M. Emzir Simo Särkkä GP 43 19 0 11 Aug 2020
Blind hierarchical deconvolution Arttu Arjas L. Roininen M. Sillanpää A. Hauptmann 18 4 0 22 Jul 2020
Non-Stationary Multi-layered Gaussian Priors for Bayesian Inversion M. Emzir Sari Lasanen Z. Purisha L. Roininen Simo Särkkä 30 9 0 28 Jun 2020
Deep Gaussian Markov Random Fields Per Sidén Fredrik Lindsten BDL 28 22 0 18 Feb 2020
Semivariogram methods for modeling Whittle-Matérn priors in Bayesian inverse problems Richard D. Brown Johnathan M. Bardsley Tiangang Cui 16 7 0 23 Nov 2018
Fast sampling of parameterised Gaussian random fields J. Latz Marvin Eisenberger E. Ullmann 17 20 0 30 Apr 2018
Posterior Inference for Sparse Hierarchical Non-stationary Models K. Monterrubio-Gómez L. Roininen S. Wade Theo Damoulas Mark Girolami 37 27 0 04 Apr 2018
Dimension-Robust MCMC in Bayesian Inverse Problems Victor Chen Matthew M. Dunlop O. Papaspiliopoulos Andrew M. Stuart 35 36 0 09 Mar 2018
Practical heteroskedastic Gaussian process modeling for large simulation experiments M. Binois R. Gramacy M. Ludkovski 35 181 0 17 Nov 2016
Cauchy difference priors for edge-preserving Bayesian inversion with an application to X-ray tomography M. Markkanen L. Roininen Janne M. J. Huttunen Sari Lasanen 44 32 0 19 Mar 2016