Experimental Design for Non-Parametric Correction of Misspecified Dynamical Models

2 May 2017 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 accessible for various initial conditions, our goal is to infer a non-parametric correction to the misspecified driving term such as to faithfully represent the system dynamics and devise system evolution predictions for unobserved initial conditions... (read more)

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