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Bamdad Hosseini · SciRah

Researcher profile · Semantic Scholar

Bamdad Hosseini

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Bamdad Hosseini — researcher profile on SciRah

h-index: 18
Works: 50
Citations: 1,535

Most-cited papers

Model Reduction and Neural Networks for Parametric PDEs
K. Bhattacharya, Bamdad Hosseini, N. Kovachki, A. Stuart
2020SMAI Journal of Computational Mathematics503 citations Open access
Semantic Scholar
Solving and Learning Nonlinear PDEs with Gaussian Processes
Yifan Chen, Bamdad Hosseini, H. Owhadi, A. Stuart
2021Journal of Computational Physics258 citations
Semantic Scholar
Kernel Methods are Competitive for Operator Learning
Pau Batlle, Matthieu Darcy, Bamdad Hosseini, H. Owhadi
2023Journal of Computational Physics94 citations Open access
Semantic Scholar
SMAI-JCM SMAI Journal of Computational Mathematics Model Reduction And Neural Networks For Parametric PDEs
K. Bhattacharya, Bamdad Hosseini, N. Kovachki, A. Stuart
51 citations
Semantic Scholar
Error Analysis of Kernel/GP Methods for Nonlinear and Parametric PDEs
Pau Batlle, Yifan Chen, Bamdad Hosseini, H. Owhadi +1 more
2023Journal of Computational Physics50 citations Open access
Semantic Scholar
Well-Posed Bayesian Inverse Problems: Priors with Exponential Tails
Bamdad Hosseini, N. Nigam
2016SIAM/ASA J. Uncertain. Quantification49 citations Open access
Semantic Scholar
Conditional Sampling with Monotone GANs: From Generative Models to Likelihood-Free Inference
R. Baptista, Bamdad Hosseini, N. Kovachki, Y. Marzouk
2020SIAM/ASA J. Uncertain. Quantification47 citations Open access
Semantic Scholar
On regularizations of the Dirac delta distribution
Bamdad Hosseini, N. Nigam, John M. Stockie
2014Journal of Computational Physics46 citations Open access
Semantic Scholar
Bayesian estimation of airborne fugitive emissions using a Gaussian plume model
Bamdad Hosseini, John M. Stockie
201637 citations Open access
Semantic Scholar
Well-Posed Bayesian Inverse Problems with Infinitely Divisible and Heavy-Tailed Prior Measures
Bamdad Hosseini
2016SIAM/ASA J. Uncertain. Quantification37 citations Open access
Semantic Scholar
Conditional Optimal Transport on Function Spaces
Bamdad Hosseini, Alexander Hsu, Amirhossein Taghvaei
2023SIAM/ASA J. Uncertain. Quantification35 citations Open access
Semantic Scholar
Spectral analysis of weighted Laplacians arising in data clustering
F. Hoffmann, Bamdad Hosseini, A. Oberai, A. Stuart
2019Applied and Computational Harmonic Analysis26 citations Open access
Semantic Scholar
Conditional Sampling With Monotone GANs
N. Kovachki, R. Baptista, Bamdad Hosseini, Y. Marzouk
2020arXiv.org25 citations
Semantic Scholar
Geometric structure of graph Laplacian embeddings
N. G. Trillos, F. Hoffmann, Bamdad Hosseini
2019Journal of machine learning research25 citations
Semantic Scholar
Consistency of semi-supervised learning algorithms on graphs: Probit and one-hot methods
F. Hoffmann, Bamdad Hosseini, Zhimei Ren, A. Stuart
2019Journal of machine learning research25 citations
Semantic Scholar
An Approximation Theory Framework for Measure-Transport Sampling Algorithms
R. Baptista, Bamdad Hosseini, N. Kovachki, Y. Marzouk +1 more
2023Mathematics of Computation24 citations Open access
Semantic Scholar
An Optimal Transport Formulation of Bayes’ Law for Nonlinear Filtering Algorithms
A. Taghvaei, Bamdad Hosseini
2022IEEE Conference on Decision and Control24 citations Open access
Semantic Scholar
Solution of Burgers’ Equation Using a Local-RBF Meshless Method
Bamdad Hosseini, R. Hashemi
201121 citations
Semantic Scholar
Estimating airborne particulate emissions using a finite-volume forward solver coupled with a Bayesian inversion approach
Bamdad Hosseini, John M. Stockie
201616 citations Open access
Semantic Scholar
Two Metropolis-Hastings Algorithms for Posterior Measures with Non-Gaussian Priors in Infinite Dimensions
Bamdad Hosseini
2018SIAM/ASA J. Uncertain. Quantification15 citations Open access
Semantic Scholar
Bayesian Posterior Perturbation Analysis with Integral Probability Metrics
A. Garbuno-Iñigo, Tapio Helin, F. Hoffmann, Bamdad Hosseini
202314 citations
Semantic Scholar
Nonlinear Filtering with Brenier Optimal Transport Maps
Mohammad Al-Jarrah, N. Jin, Bamdad Hosseini, A. Taghvaei
2023International Conference on Machine Learning13 citations
Semantic Scholar
Dispersion of Pollutants in the Atmosphere: A Numerical Study
Bamdad Hosseini
201312 citations
Semantic Scholar
Optimal Transport Particle Filters
Mohammad Al-Jarrah, Bamdad Hosseini, A. Taghvaei
2023IEEE Conference on Decision and Control11 citations Open access
Semantic Scholar
Posterior consistency of semi-supervised regression on graphs
A. Bertozzi, Bamdad Hosseini, Hao Li, Kevin Miller +1 more
2020Inverse Problems11 citations Open access
Semantic Scholar
Spectral gaps and error estimates for infinite-dimensional Metropolis–Hastings with non-Gaussian priors
Bamdad Hosseini, James E. Johndrow
2018The Annals of Applied Probability11 citations Open access
Semantic Scholar
A Kernel Approach for PDE Discovery and Operator Learning
Da Long, Nicole Mrvaljević, Shan-Dian Zhe, Bamdad Hosseini
2022arXiv.org10 citations Open access
Semantic Scholar
Gaussian measures conditioned on nonlinear observations: consistency, MAP estimators, and simulation
Yifan Chen, Bamdad Hosseini, H. Owhadi, Andrew M. Stuart
2024Statistics and computing7 citations Open access
Semantic Scholar
Fast Filtering of Non-Gaussian Models Using Amortized Optimal Transport Maps
Mohammad Al-Jarrah, Bamdad Hosseini, Amirhossein Taghvaei
2025IEEE Control Systems Letters6 citations
Semantic Scholar
Diffeomorphic Measure Matching with Kernels for Generative Modeling
Biraj Pandey, Bamdad Hosseini, Pau Batlle, H. Owhadi
2024SIAM Journal on Mathematics of Data Science5 citations
Semantic Scholar
A Bayesian Approach for Energy-Based Estimation of Acoustic Aberrations in High Intensity Focused Ultrasound Treatment
Bamdad Hosseini, C. Mougenot, S. Pichardo, E. Constanciel +2 more
2016Communications in Computational Physics5 citations Open access
Semantic Scholar
Error Analysis of Bayesian Inverse Problems with Generative Priors
Bamdad Hosseini, Zi-Qi Huang
2026arXiv.org4 citations
Semantic Scholar
Error Analysis of Triangular Optimal Transport Maps for Filtering
Mohammad Al-Jarrah, Bamdad Hosseini, N. Jin, Michele Martino +1 more
20254 citations
Semantic Scholar
Data-Driven Approximation of Stationary Nonlinear Filters with Optimal Transport Maps
Mohammad Al-Jarrah, Bamdad Hosseini, Amirhossein Taghvaei
2024IEEE Conference on Decision and Control4 citations Open access
Semantic Scholar
Kernel Regression Method for Stochastic Real-time State Estimation in Power Grid
M. Barati, Mohammad Ensaf, Bamdad Hosseini
20232023 IEEE Kansas Power and Energy Conference (KPEC)4 citations
Semantic Scholar
Simultaneous Model Calibration and Source Inversion in Atmospheric Dispersion Models
J. G. García, Bamdad Hosseini, John M. Stockie
2018Pure and Applied Geophysics4 citations Open access
Semantic Scholar
Intrinsic Sparsity of Kantorovich solutions
Bamdad Hosseini, Stefan Steinerberger
2022Comptes rendus. Mathematique3 citations Open access
Semantic Scholar
A Metropolis-Hastings algorithm for posterior measures with self-decomposable priors
Bamdad Hosseini
20182 citations
Semantic Scholar
Visualizing the Pareto surface
Bamdad Hosseini, Guo-Qing Liu, C. Puelz, Samantha M. Tracht +1 more
20122 citations
Semantic Scholar
Submitted to the Annals of Applied Probability SPECTRAL GAPS AND ERROR ESTIMATES FOR INFINITE-DIMENSIONAL METROPOLIS-HASTINGS WITH NON-GAUSSIAN PRIORS
Bamdad Hosseini, James E. Johndrow
20221 citations
Semantic Scholar
Well-posed Bayesian Inverse Problems: beyond Gaussian priors
Bamdad Hosseini, N. Nigam
20161 citations
Semantic Scholar
Bayesian adaptive eigenspace inversion
Marie Graff, Bamdad Hosseini, Alfred Kim
2026Inverse Problems0 citations Open access
Semantic Scholar
Generative models for simulation based filtering: Formulations and Empirical Comparisons
Mohammad Al-Jarrah, Wei Deng, Bamdad Hosseini, Amirhossein Taghvaei
20260 citations
Semantic Scholar
Bayesian Posterior Perturbation Analysis with Integral Probability Metrics
A. Garbuno-Iñigo, T. Helin, Franca Hoffmann, Bamdad Hosseini
2026Bayesian Analysis0 citations Open access
Semantic Scholar
Operator learning at machine precision
Aras Bacho, Aleksei G. Sorokin, Xianjin Yang, Théo Bourdais +5 more
2026Journal of Computational Physics0 citations Open access
Semantic Scholar
Book Review: Mathematical Pictures at a Data Science Exhibition
Bamdad Hosseini
2025SIAM Review0 citations
Semantic Scholar
Convergence and perturbation theory for an infinite-dimensional Metropolis-Hastings algorithm with self-decomposable priors
Bamdad Hosseini, James E. Johndrow
20180 citations
Semantic Scholar
Finding beauty in the dissonance: Analysis and applications of Bayesian inverse problems
Bamdad Hosseini
20170 citations
Semantic Scholar
On regularizations of the delta distribution∗
Bamdad Hosseini, Nilima Nigam, John M. Stockie
20140 citations
Semantic Scholar
Comptes Rendus Mathématique
Bamdad Hosseini, Stefan Steinerberger
0 citations
Semantic Scholar

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