Search Results for author: Edgar D. Klenske

Found 3 papers, 1 papers with code

Noisy-Input Entropy Search for Efficient Robust Bayesian Optimization

1 code implementation7 Feb 2020 Lukas P. Fröhlich, Edgar D. Klenske, Julia Vinogradska, Christian Daniel, Melanie N. Zeilinger

We consider the problem of robust optimization within the well-established Bayesian optimization (BO) framework.

Bayesian Optimization

Bayesian Optimization for Policy Search in High-Dimensional Systems via Automatic Domain Selection

no code implementations21 Jan 2020 Lukas P. Fröhlich, Edgar D. Klenske, Christian G. Daniel, Melanie N. Zeilinger

Bayesian Optimization (BO) is an effective method for optimizing expensive-to-evaluate black-box functions with a wide range of applications for example in robotics, system design and parameter optimization.

Bayesian Optimization

Dual Control for Approximate Bayesian Reinforcement Learning

no code implementations13 Oct 2015 Edgar D. Klenske, Philipp Hennig

Control of non-episodic, finite-horizon dynamical systems with uncertain dynamics poses a tough and elementary case of the exploration-exploitation trade-off.

regression reinforcement-learning +1

Cannot find the paper you are looking for? You can Submit a new open access paper.