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cs.LG2019
Equation Discovery for Nonlinear System Identification
Nikola Simidjievski, Ljupčo Todorovski, Juš Kocijan +1
Equation discovery methods enable modelers to combine domain-specific knowledge and system identification to construct models most suitable for a selected modeling task. The method…
cs.LG2019★ 9 cited
Meta-Model Framework for Surrogate-Based Parameter Estimation in Dynamical Systems
Žiga Lukšič, Jovan Tanevski, Sašo Džeroski +1
The central task in modeling complex dynamical systems is parameter estimation. This task involves numerous evaluations of a computationally expensive objective function. Surrogate…