Bamdad Hosseini

works on

conditional Brenier maps 1 error analysis 1 filtering 1 high-dimensional data 1 optimal transport 1

From the 1 of 6 linked papers with an AI index.

activity

20242026

collaborators

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2 papers · 1 filter

stat.ML2026

Error Analysis of Bayesian Inverse Problems with Generative Priors

Bamdad Hosseini, Ziqi Huang

Data-driven methods for the solution of inverse problems have become widely popular in recent years thanks to the rise of machine learning techniques. A popular approach concerns t…

stat.ML2024

Gaussian Measures Conditioned on Nonlinear Observations: Consistency, MAP Estimators, and Simulation

Yifan Chen, Bamdad Hosseini, Houman Owhadi +1

The article presents a systematic study of the problem of conditioning a Gaussian random variable $I^¾$ on nonlinear observations of the form $F \circ I ¨ (I^¾)$ where $Ï: \mathcal{X}…