Youssef Marzouk
Cited by
Cited by
Stochastic spectral methods for efficient Bayesian solution of inverse problems
YM Marzouk, HN Najm, LA Rahn
Journal of Computational Physics 224 (2), 560-586, 2007
Dimensionality reduction and polynomial chaos acceleration of Bayesian inference in inverse problems
YM Marzouk, HN Najm
Journal of Computational Physics 228 (6), 1862-1902, 2009
A stochastic collocation approach to Bayesian inference in inverse problems
Y Marzouk, D Xiu
Communications in Computational Physics 6 (4), 826-847, 2009
Simulation-based optimal Bayesian experimental design for nonlinear systems
X Huan, YM Marzouk
Journal of Computational Physics 232 (1), 288-317, 2013
Bayesian inference with optimal maps
TA El Moselhy, YM Marzouk
Journal of Computational Physics 231 (23), 7815-7850, 2012
Large-scale inverse problems and quantification of uncertainty
L Biegler, G Biros, O Ghattas, M Heinkenschloss, D Keyes, B Mallick, ...
Wiley, 2011
Uncertainty quantification in chemical systems
HN Najm, BJ Debusschere, YM Marzouk, S Widmer, OP Le Maître
International journal for numerical methods in engineering 80 (6‐7), 789-814, 2009
Data‐driven model reduction for the Bayesian solution of inverse problems
T Cui, YM Marzouk, KE Willcox
International Journal for Numerical Methods in Engineering 102 (5), 966-990, 2015
Adaptive Smolyak pseudospectral approximations
PR Conrad, YM Marzouk
SIAM Journal on Scientific Computing 35 (6), A2643-A2670, 2013
Surrogate and reduced-order modeling: a comparison of approaches for large-scale statistical inverse problems [Chapter 7]
M Frangos, Y Marzouk, K Willcox, B van Bloemen Waanders
John Wiley & Sons, 2010
Dimension-independent likelihood-informed MCMC
T Cui, KJH Law, YM Marzouk
Journal of Computational Physics 304, 109-137, 2016
Sampling via measure transport: An introduction
Y Marzouk, T Moselhy, M Parno, A Spantini
Handbook of uncertainty quantification, 1-41, 2016
Likelihood-informed dimension reduction for nonlinear inverse problems
T Cui, J Martin, YM Marzouk, A Solonen, A Spantini
Inverse Problems 30 (11), 114015, 2014
Dynamic response of strained premixed flames to equivalence ratio gradients
YM Marzouk, AF Ghoniem, HN Najm
Proceedings of the combustion institute 28 (2), 1859-1866, 2000
Transport map accelerated Markov chain Monte Carlo
M Parno, Y Marzouk
SIAM/ASA Journal on Uncertainty Quantification 6 (2), 645–682, 2018
Optimal low-rank approximations of Bayesian linear inverse problems
A Spantini, A Solonen, T Cui, J Martin, L Tenorio, Y Marzouk
SIAM Journal on Scientific Computing 37 (6), A2451-A2487, 2015
Accelerating asymptotically exact MCMC for computationally intensive models via local approximations
PR Conrad, YM Marzouk, NS Pillai, A Smith
Journal of the American Statistical Association 111 (516), 1591-1607, 2016
Gradient-based stochastic optimization methods in Bayesian experimental design
X Huan, Y Marzouk
International Journal for Uncertainty Quantification 4 (6), 2014
Multifidelity importance sampling
B Peherstorfer, T Cui, Y Marzouk, K Willcox
Computer Methods in Applied Mechanics and Engineering 300, 490-509, 2016
Adaptive construction of surrogates for the Bayesian solution of inverse problems
J Li, YM Marzouk
SIAM Journal on Scientific Computing 36 (3), A1163-A1186, 2014
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