270 citations · 318 across the 12 of their papers we have counts for
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math.NA2024
The Fundamental Subspaces of Ensemble Kalman Inversion
Elizabeth Qian, Christopher Beattie
Ensemble Kalman Inversion (EKI) methods are a family of iterative methods for solving weighted least-squares problems, especially those arising in scientific and engineering invers…
stat.ML2024★ 1 cited
Multifidelity linear regression for scientific machine learning from scarce data
Elizabeth Qian, Dayoung Kang, Vignesh Sella +1
Machine learning (ML) methods, which fit to data the parameters of a given parameterized model class, have garnered significant interest as potential methods for learning surrogate…
math.NA2024★ 4 cited
Energy-Preserving Reduced Operator Inference for Efficient Design and Control
Tomoki Koike, Elizabeth Qian
Many-query computations, in which a computational model for an engineering system must be evaluated many times, are crucial in design and control. For systems governed by partial d…