Youssef M. Marzouk

发表

Efficient High-Dimensional Stochastic Optimal Motion Control using Tensor-Train Decomposition

Sertac Karaman, Alex A. Gorodetsky, Youssef M. Marzouk, 2015, Robotics: Science and Systems.

Adaptive Construction of Surrogates for the Bayesian Solution of Inverse Problems

Jinglai Li, Youssef M. Marzouk, Y. Marzouk, 2013, SIAM J. Sci. Comput..

Data-free inference of the joint distribution of uncertain model parameters

Habib N. Najm, Bert J. Debusschere, Helgi Adalsteinsson, 2010, J. Comput. Phys..

Bayesian inference with optimal maps

Youssef M. Marzouk, Tarek A. El-Moselhy, Y. Marzouk, 2011, J. Comput. Phys..

Inference via Low-Dimensional Couplings

Youssef M. Marzouk, Alessio Spantini, Daniele Bigoni, 2017, J. Mach. Learn. Res..

A Multiscale Strategy for Bayesian Inference Using Transport Maps

Youssef M. Marzouk, Tarek A. El-Moselhy, Matthew D. Parno, 2015, SIAM/ASA J. Uncertain. Quantification.

Meaningful Statistical Analysis of Large Computational Clusters

James M. Brandt, Ann C. Gentile, Philippe Pierre Pebay, 2005 .

Stochastic spectral methods for efficient Bayesian solution of inverse problems

Habib N. Najm, Larry A. Rahn, Youssef M. Marzouk, 2005, J. Comput. Phys..

Mercer kernels and integrated variance experimental design: connections between Gaussian process regression and polynomial approximation pdf

Alex A. Gorodetsky, Youssef M. Marzouk, Y. Marzouk, 2015, SIAM/ASA J. Uncertain. Quantification.

A Greedy Approach for Placement of Subsurface Aquifer Wells in an Ensemble Filtering Framework

Xun Huan, Ibrahim Hoteit, Youssef M. Marzouk, 2014, DyDESS.

Goal-Oriented Optimal Approximations of Bayesian Linear Inverse Problems

Tiangang Cui, Luis Tenorio, Karen Willcox, 2016, SIAM J. Sci. Comput..

A Bayesian approach to inverse problems in scalar transport

Habib N. Najm, Youssef M. Marzouk, Y. Marzouk, 2006 .

Bayesian Inverse Problems with l1 Priors: A Randomize-Then-Optimize Approach

Zheng Wang, Tiangang Cui, Johnathan M. Bardsley, 2016, SIAM J. Sci. Comput..

Bayesian Inverse Problems with L[subscript 1] Priors: A Randomize-Then-Optimize Approach

Tiangang Cui, Zheng Wang, Johnathan M. Bardsley, 2017 .

A Bayesian method for characterizing distributed micro-releases: II. Inference under model uncertainty with short time-series data

Youssef M. Marzouk, Jaideep Ray, P. Fast, 2006 .

MALA-within-Gibbs Samplers for High-Dimensional Distributions with Sparse Conditional Structure

Matthias Morzfeld, Youssef M. Marzouk, Xin T. Tong, 2020, SIAM J. Sci. Comput..

Bayesian inverse problems with Monte Carlo forward models

Guillaume Bal, Ian Langmore, Youssef M. Marzouk, 2013 .

Dimension-independent likelihood-informed MCMC

Tiangang Cui, Kody J. H. Law, Youssef M. Marzouk, 2014, J. Comput. Phys..

Localization for MCMC: sampling high-dimensional posterior distributions with local structure

Matthias Morzfeld, Youssef M. Marzouk, X. T. Tong, 2017, J. Comput. Phys..

Adaptive Smolyak Pseudospectral Approximations pdf

Youssef M. Marzouk, Patrick R. Conrad, Y. Marzouk, 2012, SIAM J. Sci. Comput..

Sequential data assimilation with multiple models

Dongbin Xiu, Youssef M. Marzouk, Akil C. Narayan, 2012, J. Comput. Phys..

Low-rank tensor integration for Gaussian filtering of continuous time nonlinear systems

Sertac Karaman, Alex A. Gorodetsky, Youssef M. Marzouk, 2017, 2017 IEEE 56th Annual Conference on Decision and Control (CDC).

Spectral Tensor-Train Decomposition

Youssef M. Marzouk, Allan Peter Engsig-Karup, Daniele Bigoni, 2014, SIAM J. Sci. Comput..

Texton-based segmentation and classification of human embryonic stem cell colonies using multi-stage Bayesian level sets

Mukund Desai, Rami Mangoubi, Youssef M. Marzouk, 2012, 2012 9th IEEE International Symposium on Biomedical Imaging (ISBI).

High-dimensional stochastic optimal control using continuous tensor decompositions

Sertac Karaman, Alex A. Gorodetsky, Youssef M. Marzouk, 2016, Int. J. Robotics Res..

Data‐driven model reduction for the Bayesian solution of inverse problems

Tiangang Cui, Youssef M. Marzouk, Karen E. Willcox, 2014, 1403.4290.

Optimal Low-rank Approximations of Bayesian Linear Inverse Problems

Tiangang Cui, Luis Tenorio, James Martin, 2014, SIAM J. Sci. Comput..

Progress in Scramjet Design Optimization Under Uncertainty Using Simulations of the HIFiRE Direct Connect Rig

Xun Huan, Cosmin Safta, Gianluca Geraci, 2019, AIAA Scitech 2019 Forum.

A unified approach to expectation-maximization and level set segmentation applied to stem cell and brain MRI images

Mukund Desai, Rami Mangoubi, Youssef M. Marzouk, 2011, 2011 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Final report: Constructing comprehensive models of grain boundaries using high-throughput experiments

Youssef M. Marzouk, Christopher A. Schuh, Michael J. Demkowicz, 2016 .

Estimating Bioterror Attacks from Patient Data : A Bayesian Approach

Youssef M. Marzouk, Jaideep Ray, H. N. Najm, 2006 .

Robust learning of transport maps with applications to nonlinear filtering

Youssef M. Marzouk, Alessio Spantini, Daniele Bigoni, 2018 .

Quantifying kinetic uncertainty in turbulent combustion simulations using active subspaces

Zhuyin Ren, Chung King Law, Youssef M. Marzouk, 2019 .

Optimal Bayesian Experimental Design for Combustion Kinetics

Xun Huan, Youssef M. Marzouk, X. Huan, 2011 .

Efficient Bayesian inference for large chaotic dynamical systems

Heikki Haario, Youssef M. Marzouk, Jouni Susiluoto, 2020 .

Automated synthesis of low-rank control systems from sc-LTL specifications using tensor-train decompositions

Sertac Karaman, Alex A. Gorodetsky, Youssef M. Marzouk, 2016, 2016 IEEE 55th Conference on Decision and Control (CDC).

Cross-Entropy-Based Importance Sampling with Failure-Informed Dimension Reduction for Rare Event Simulation

Iason Papaioannou, Daniel Straub, Youssef M. Marzouk, 2020, SIAM/ASA J. Uncertain. Quantification.

Simulation-based optimal Bayesian experimental design for nonlinear systems

Xun Huan, Youssef M. Marzouk, X. Huan, 2011, J. Comput. Phys..

Computationally efficient inference for multiphase flow using the Ensemble Kalman Filter.

Youssef M. Marzouk, Sean Andrew McKenna, Bart Gustaaf van Bloemen Waanders, 2010 .

Bayesian seismic inversion: Measuring Langevin MCMC sample quality with kernels

Youssef M. Marzouk, Lester Mackey, Muhammad Izzatullah, 2020 .

Shared low-dimensional subspaces for propagating kinetic uncertainty to multiple outputs

Zhuyin Ren, Chung King Law, Youssef M. Marzouk, 2018 .

Dimensionality reduction and polynomial chaos acceleration of Bayesian inference in inverse problems

Habib N. Najm, Youssef M. Marzouk, Y. Marzouk, 2008, J. Comput. Phys..

Adaptive spectral tensor-strain decomposition for the construction of surrogate models

Youssef M. Marzouk, Allan Peter Engsig-Karup, Daniele Bigoni, 2015, CSE 2015.

Bayesian methods for estimating the reliability in complex hierarchical networks (interim report).

Philippe Pierre Pebay, Paul T. Boggs, Youssef M. Marzouk, 2007 .

Higher moment multilevel estimators for optimization under uncertainty applied to wind plant design

Gianluca Geraci, Michael S. Eldred, Hans-Joachim Bungartz, 2020 .

A Bayesian method for characterizing distributed micro-releases: I. The single-source case for non-contagious diseases

Sandia Report, Youssef M. Marzouk, Jaideep Ray, 2006 .

Optimal Approximations of Coupling in Multidisciplinary Models

Benjamin Peherstorfer, Youssef M. Marzouk, Ricardo Baptista, 2017 .

A Stein variational Newton method

Tiangang Cui, Youssef M. Marzouk, Robert Scheichl, 2018, NeurIPS.

High-dimensional ensemble filtering with nonlinear local couplings

Youssef M. Marzouk, Ricardo Baptista, Alessio Spantini, 2019 .

Asymptotically Exact MCMC Algorithms via Local Approximations of Computationally Intensive Models

Aaron Smith, Natesh S. Pillai, Youssef M. Marzouk, 2014 .

Efficient Localization of Discontinuities in Complex Computational Simulations

Alex A. Gorodetsky, Youssef M. Marzouk, Y. Marzouk, 2014, SIAM J. Sci. Comput..

Large-Scale Optimization for Bayesian Inference in Complex Systems

Karen Willcox, Youssef M. Marzouk, 2013 .

Multifidelity importance sampling

Tiangang Cui, Benjamin Peherstorfer, Youssef M. Marzouk, 2016 .

Rare Event Simulation of a Rotorcraft System

Youssef M. Marzouk, Tuhin Sahai, Byung-Young Min, 2018 .

Data-Driven Probabilistic Boundary Layer Modeling for Airfoil Performance Prediction

Qiqi Wang, Youssef M. Marzouk, Alexandre Noll Marques, 2016 .

Scalable posterior approximations for large-scale Bayesian inverse problems via likelihood-informed parameter and state reduction

Tiangang Cui, Karen Willcox, Youssef M. Marzouk, 2015, J. Comput. Phys..

Conditional classifiers and boosted conditional Gaussian mixture model for novelty detection

Oral Büyüköztürk, Youssef M. Marzouk, Reza Mohammadi-Ghazi, 2018, Pattern Recognit..

Multifidelity Optimization under Uncertainty for a Scramjet-Inspired Problem

Gianluca Geraci, Youssef M. Marzouk, Michael S. Eldred, 2018 .

Efficient multi-scale Gaussian process regression for massive remote sensing data with satGP v0.1.2

Heikki Haario, Youssef M. Marzouk, Jouni Susiluoto, 2020, Geoscientific Model Development.

A layered multiple importance sampling scheme for focused optimal Bayesian experimental design.

Chi Feng, Youssef M. Marzouk, Y. Marzouk, 2019, 1903.11187.

Computing eigenfunctions of the multidimensional Ornstein-Uhlenbeck operator pdf

Youssef M. Marzouk, Tuhin Sahai, Benjamin J. Zhang, 2021, ArXiv.

Geometry-informed irreversible perturbations for accelerated convergence of Langevin dynamics

Konstantinos Spiliopoulos, Youssef M. Marzouk, Benjamin J. Zhang, 2021 .

A new network approach to Bayesian inference in partial differential equations

Youssef M. Marzouk, Utz Wever, Dominic Kohler, 2015 .

Mechanism of streamwise vorticity formation in a transverse jet

Ahmed F. Ghoniem, Youssef M. Marzouk, Y. Marzouk, 2002 .

Truncated MultiGaussian Fields and Effective Conductance of Binary Media

Youssef M. Marzouk, Sean A. McKenna, Bart Gustaaf van Bloemen Waanders, 2011 .

Likelihood-informed dimension reduction for nonlinear inverse problems

Tiangang Cui, Youssef M. Marzouk, Antti Solonen, 2014, 1403.4680.

Bayesian inference of chemical kinetic models from proposed reactions

Youssef M. Marzouk, Nikhil Galagali, Y. Marzouk, 2015 .

A Bayesian method for inferring transmission chains in a partially observed epidemic.

Youssef M. Marzouk, Jaideep Ray, Y. Marzouk, 2008 .

K-means clustering for optimal partitioning and dynamic load balancing of parallel hierarchical N-body simulations

Ahmed F. Ghoniem, Youssef M. Marzouk, Y. Marzouk, 2005 .

Model-Based Optimal Experimental Design for Complex Physical Systems

Xun Huan, Chi Feng, Youssef M. Marzouk, 2015 .

Bayesian Inference of Spectral Expansions for Predictability Assessment in Stochastic Reaction Networks

Khachik Sargsyan, Habib N. Najm, Bert J. Debusschere, 2009 .

Toward a Flame Embedding Model for Turbulent Combustion Simulation

Habib N. Najm, Ahmed F. Ghoniem, Youssef M. Marzouk, 2003 .

Vorticity formulation for an actuated jet in crossflow

Ahmed F. Ghoniem, Youssef M. Marzouk, 2004 .

Surrogate and reduced-order modeling: a comparison of approaches for large-scale statistical inverse problems [Chapter 7]

Karen Willcox, Youssef M. Marzouk, B. van Bloemen Waanders, 2010 .

Computational singular perturbation with non-parametric tabulation of slow manifolds for time integration of stiff chemical kinetics

Habib N. Najm, Mauro Valorani, Bert J. Debusschere, 2012 .

Stochastic spectral methods for efficient Bayesian solution of inverse problems

Habib N. Najm, Larry A. Rahn, Youssef M. Marzouk, 2005 .

A continuous analogue of the tensor-train decomposition

Sertac Karaman, Alex A. Gorodetsky, Youssef M. Marzouk, 2015, Computer Methods in Applied Mechanics and Engineering.

Impact of Hydrogen Addition on Flame Response to Stretch and Curvature

Ahmed F. Ghoniem, Youssef M. Marzouk, Raymond L. Speth, 2005 .

An approximate empirical Bayesian method for large-scale linear-Gaussian inverse problems

Qingping Zhou, Youssef M. Marzouk, Jinglai Li, 2017, Inverse Problems.

Spectral Tensor-Train Decomposition for low-rank surrogate models

Youssef M. Marzouk, Allan Peter Engsig-Karup, Daniele Bigoni, 2014 .

Vorticity structure and evolution in a transverse jet

Youssef M. Marzouk, Y. Marzouk, 2007, Journal of Fluid Mechanics.