CMLA

Presentations

2016

Optimisation Séquentielle par Processus Gaussiens
The geometry of Gaussian processes and Bayesian optimization
Using the chaining trick to build adaptive online learning algorithms

2015

Statistical learning approach of global optimization
Optimization with Gaussian Processes via Chaining
Can Small Islands Protect Nearby Coasts from Tsunamis? An active experimental design approach

2014

Gaussian Process Optimization with Mutual Information
Sequential Optimization and Experimental Design, Application to Tsunamis Amplification Phenomena

2013

Parallel Gaussian Process Optimization with Upper Confidence Bound and Pure Exploration
New algorithms for global optimization with Gaussian processes.