Publications

Caelen O, Cailloux O, Ghoundiwal D, Miranda AA, Barvais L, Bontempi G. Real-time prediction of an anesthetic monitor index using machine learning.

Bontempi G, Caelen O. A Selecting-the-Best Method for Budgeted Model Selection.

Caelen O, Bontempi G. A dynamic programming strategy to balance exploration and exploitation in the bandit problem. Annals of Mathematics and Artificial Intelligence. 2010.

Miranda AA, Caelen O, Bontempi G. Biomedical Image Analysis and Machine Learning Technologies: Applications and Techniques.

Caelen O. {Sélection Séquentielle en Environnement Aléatoire Appliquée à l'Apprentissage Supervisé.

Bontempi G, Caelen O, Goffaux C. On the use of supervised learning techniques to speed up the design of aeronautics components.

Caelen O, Bontempi G. On the evolution of the expected gain of a greedy action in the bandit problem.

Caelen O, Bontempi G. Improving the exploration strategy in bandit algorithms. In: in Science LNC Proceedings of Learning and Intelligent OptimizatioN LION II. Proceedings of Learning and Intelligent OptimizatioN LION II. ; 2007. p. 56-68.

Caelen O, Bontempi G, Barvais L. Machine learning techniques for decision support tool in anesthesia.

Caelen O, Bontempi G, Coussaert E, Barvais L, Clement F. Machine Learning Techniques to Enable Closed-Loop Control in Anesthesia.

Caelen O, Engelman E, Schmartz D, Bontempi G, Barvais L. Preliminary Results of Data Mining in BIS guided Propofol-Remifentanil TCI Anaesthesia(abstract).

Bejjani G, Caelen O, Bontempi G, Perrin L, Barvais L. Retrospective comparison of manual versus semi-automated propofol-remifentanil TCI Anaesthesia (abstract).

Caelen O, Bontempi G, Clement F, Coussaert E, Barvais L. Simulation assessment of a closed-loop controller designed by machine learning techniques(abstract).

Caelen O, Bontempi G. How to allocate a restricted budget of leave-one-out assessments for effective model selection in machine learning: a comparison of state-of-the-art techniques.