458 citations · 2.3k across the 71 of their papers we have counts for
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stat.CO2011★ 282 cited
Bayesian Inference with Optimal Maps
Tarek A. El Moselhy, Youssef M. Marzouk
We present a new approach to Bayesian inference that entirely avoids Markov chain simulation, by constructing a map that pushes forward the prior measure to the posterior measure.…
stat.ML2011★ 458 cited
Simulation-based optimal Bayesian experimental design for nonlinear systems
Xun Huan, Youssef M. Marzouk
The optimal selection of experimental conditions is essential to maximizing the value of data for inference and prediction, particularly in situations where experiments are time-co…