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Simultaneous kriging-based estimation and optimization of mean response
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Design of nonlinear MPC by Kriging-based optimization
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Nonparametric estimation of the local Hurst function of multifractional Gauss...
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On the linear-exponential filtering problem for general Gaussian processes
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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... -
Parametric estimation of covariance function in Gaussian-process based Krigin...
The parametric estimation of the covariance function of a Gaussian process is studied, in the framework of the Kriging model. Maximum Likelihood and Cross Validation... -
Synthesizing and Mixing Stationary Gaussian Texture Models
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A stochastic model for speculative bubbles
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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...
