A randomized maximum a posterior method for posterior sampling of high dimensional nonlinear Bayesian inverse problems

11 February 2016

Papers citing "A randomized maximum a posterior method for posterior sampling of high dimensional nonlinear Bayesian inverse problems"

12 / 12 papers shown

Title
Can Diffusion Models Provide Rigorous Uncertainty Quantification for Bayesian Inverse Problems? Evan Scope Crafts Umberto Villa 44 0 0 04 Mar 2025
Randomized Physics-Informed Neural Networks for Bayesian Data Assimilation Yifei Zong D. Barajas-Solano A. Tartakovsky 46 1 0 05 Jul 2024
Randomized Physics-Informed Machine Learning for Uncertainty Quantification in High-Dimensional Inverse Problems Yifei Zong D. Barajas-Solano A. Tartakovsky 27 2 0 11 Dec 2023
VI-DGP: A variational inference method with deep generative prior for solving high-dimensional inverse problems Yingzhi Xia Qifeng Liao Jinglai Li 19 2 0 22 Feb 2023
Variational Inference for Nonlinear Inverse Problems via Neural Net Kernels: Comparison to Bayesian Neural Networks, Application to Topology Optimization Vahid Keshavarzzadeh Robert M. Kirby A. Narayan BDL 11 2 0 07 May 2022
Conditional Injective Flows for Bayesian Imaging AmirEhsan Khorashadizadeh K. Kothari Leonardo Salsi Ali Aghababaei Harandi Maarten V. de Hoop Ivan Dokmanić MedIm 21 16 0 15 Apr 2022
Randomized maximum likelihood based posterior sampling Yuming Ba Jana de Wiljes D. Oliver Sebastian Reich 12 7 0 10 Jan 2021
Optimization-Based MCMC Methods for Nonlinear Hierarchical Statistical Inverse Problems Johnathan M. Bardsley Tiangang Cui 6 1 0 15 Feb 2020
hIPPYlib: An Extensible Software Framework for Large-Scale Inverse Problems Governed by PDEs; Part I: Deterministic Inversion and Linearized Bayesian Inference Umberto Villa N. Petra Omar Ghattas 8 61 0 09 Sep 2019
Scalable optimization-based sampling on function space Johnathan M. Bardsley Tiangang Cui Youssef Marzouk Zheng Wang 27 17 0 03 Mar 2019
Metropolized Randomized Maximum Likelihood for sampling from multimodal distributions D. Oliver 13 30 0 30 Jul 2015
MCMC using Hamiltonian dynamics Radford M. Neal 176 3,260 0 09 Jun 2012