Statistical inverse learning problems with random observations

23 December 2023

Papers citing "Statistical inverse learning problems with random observations"

21 / 21 papers shown

Title
On Learning the Optimal Regularization Parameter in Inverse Problems Jonathan Chirinos-Rodriguez Ernesto De Vito C. Molinari Lorenzo Rosasco S. Villa 210 3 0 27 Nov 2023
Least squares approximations in linear statistical inverse learning problems T. Helin 35 2 0 22 Nov 2022
Statistical Inverse Problems in Hilbert Scales Abhishake Rastogi 20 3 0 28 Aug 2022
Learning the optimal Tikhonov regularizer for inverse problems Giovanni S. Alberti Ernesto De Vito Matti Lassas Luca Ratti Matteo Santacesaria 61 30 0 11 Jun 2021
Designing truncated priors for direct and inverse Bayesian problems S. Agapiou Peter Mathé 25 5 0 21 May 2021
Convex regularization in statistical inverse learning problems T. Bubba Martin Burger T. Helin Luca Ratti 52 9 0 18 Feb 2021
Stochastic Gradient Descent in Hilbert Scales: Smoothness, Preconditioning and Earlier Stopping Nicole Mücke Enrico Reiss 37 7 0 18 Jun 2020
Inverse learning in Hilbert scales Abhishake Rastogi Peter Mathé 10 6 0 24 Feb 2020
Tikhonov regularization with oversmoothing penalty for nonlinear statistical inverse problems Abhishake Rastogi 53 5 0 01 Feb 2020
Consistency of Bayesian inference with Gaussian process priors in an elliptic inverse problem M. Giordano Richard Nickl 96 62 0 16 Oct 2019
Smoothed residual stopping for statistical inverse problems via truncated SVD estimation Bernhard Stankewitz 33 9 0 30 Sep 2019
Lepskii Principle in Supervised Learning Gilles Blanchard Peter Mathé Nicole Mücke 55 12 0 26 May 2019
Consistent Inversion of Noisy Non-Abelian X-Ray Transforms F. Monard Richard Nickl G. Paternain 43 58 0 02 May 2019
Convergence analysis of Tikhonov regularization for non-linear statistical inverse learning problems Abhishake Rastogi Gilles Blanchard Peter Mathé 28 8 0 14 Feb 2019
Convergence rates for Penalised Least Squares Estimators in PDE-constrained regression problems Richard Nickl Sara van de Geer Sven Wang 72 61 0 24 Sep 2018
Bayesian linear inverse problems in regularity scales S. Gugushvili A. van der Vaart D. Yan 40 18 0 25 Feb 2018
Early stopping for statistical inverse problems via truncated SVD estimation Gilles Blanchard M. Hoffmann M. Reiß 49 21 0 19 Oct 2017
Optimal adaptation for early stopping in statistical inverse problems Gilles Blanchard M. Hoffmann M. Reiß 42 35 0 24 Jun 2016
Optimal Rates For Regularization Of Statistical Inverse Learning Problems Gilles Blanchard Nicole Mücke 476 143 0 14 Apr 2016
Large Noise in Variational Regularization Martin Burger T. Helin Hanne Kekkonen 101 15 0 01 Feb 2016
Regularization in kernel learning S. Mendelson Joe Neeman 350 145 0 13 Jan 2010