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Sequential Design of Experiments to Estimate a Probability of Failure.
This thesis deals with the problem of estimating the probability of failure of a system from computer simulations. When only an expensive-to-simulate model of the... -
Automated In Vivo Dissection of White Matter Structures from Diffusion Magnet...
The motivation of this thesis is the in vivo dissection of the human brain's white matter from diffusion magnetic resonance imaging. This procedure isolates the human... -
New Bayesian optimization algorithm using a sequential Monte-Carlo approach
This thesis deals with the problem of global optimization of expensive-to-evaluate functions in a Bayesian framework. We say that a function is expensive-to-evaluate... -
Extraction of Fetal ECG
Congenital heart defects are the leading cause of birth defect-related deaths. The fetal electrocardiogram (fECG), which is believed to contain much more information...
