2 papers
eess.SY2026
Robust Nonlinear System Identification in Reproducing Kernel Hilbert Spaces via Scenario Optimization
Jannis Lübsen, Annika Eichler
This paper proposes a method for constructing one-step prediction tubes for nonlinear systems using reproducing kernel Hilbert spaces. We approximate a bounded reproducing kernel H…
cs.LG2025
An Analysis of Safety Guarantees in Multi-Task Bayesian Optimization
Jannis O. Luebsen, Annika Eichler
This paper addresses the integration of additional information sources into a Bayesian optimization framework while ensuring that safety constraints are satisfied. The interdepende…