54 citations · 79 across the 21 of their papers we have counts for
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stat.ML2017★ 9 cited
Should You Derive, Or Let the Data Drive? An Optimization Framework for Hybrid First-Principles Data-Driven Modeling
Remi R. Lam, Lior Horesh, Haim Avron +1
Mathematical models are used extensively for diverse tasks including analysis, optimization, and decision making. Frequently, those models are principled but imperfect representati…
stat.ML2017★ 1 cited
Experimental Design for Non-Parametric Correction of Misspecified Dynamical Models
Gal Shulkind, Lior Horesh, Haim Avron
We consider a class of misspecified dynamical models where the governing term is only approximately known. Under the assumption that observations of the system's evolution are acce…