4 papers
Extreme points of sets of probability measures and -divergences
Gerrit Bauch, Max Nendel, Alessandro Sgarabottolo
In this work, we prove several equivalent characterizations of the extreme points of convex sets of probability measures of the form , where $\mathc…
Least Costly Space-Filling Experiment Design for the Identification of a Nonlinear System
Máté Kiss, Maarten Schoukens, Roland Tóth
The quality of an estimated nonlinear model highly depends on the data quality that was used for the system identification. By using a Gaussian Process-based optimal input design a…
On Space-Filling Input Design for Nonlinear Dynamic Model Learning: A Gaussian Process Approach
Yuhan Liu, Máté Kiss, Roland Tóth +1
While optimal input design for linear systems has been well-established, no systematic approach exists for nonlinear systems where robustness to extrapolation/interpolation errors…
Space-Filling Input Design for Nonlinear State-Space Identification
Máté Kiss, Roland Tóth, Maarten Schoukens
The quality of a model resulting from (black-box) system identification is highly dependent on the quality of the data that is used during the identification procedure. Designing e…