270 citations · 318 across the 12 of their papers we have counts for
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eess.SY2021★ 1 cited
Model Reduction of Linear Dynamical Systems via Balancing for Bayesian Inference
Elizabeth Qian, Jemima M. Tabeart, Christopher Beattie +4
We consider the Bayesian approach to the linear Gaussian inference problem of inferring the initial condition of a linear dynamical system from noisy output measurements taken afte…
math.NA2021★ 2 cited
Reduced operator inference for nonlinear partial differential equations
Elizabeth Qian, Ionut-Gabriel Farcas, Karen Willcox
We present a new scientific machine learning method that learns from data a computationally inexpensive surrogate model for predicting the evolution of a system governed by a time-…