-
Contribution to statistical learning of complex data using generative models
This manuscript presents my research activities, which mainly focus on designing parametric, parsimonious and meaningful generative models for complex data. Several... -
Nonparametric Estimation for Functional Data by Wavelet Thresholding
This paper deals with density and regression estimation problems for functional data. Using wavelet bases for Hilbert spaces of functions, we develop a new adaptive... -
Wavelet-based clustering for mixed-effects functional models in high dimension
International audience -
Conditional Autoregressive Hilbertian processes
When considering the problem of forecasting a continuous-time stochastic process over an entire time-interval in terms of its recent past, the notion of Autoregressive... -
Local smoothing regression with functional data
International audience -
Functional nonparametric estimation of conditional extreme quantiles
Special Issue: Statistical Methods and Problems in Infinite-dimensional Spaces - 1st International Workshop on Functional and Operatorial Statistics (IWFOS'2008) -
Estimate the mean electricity consumption curve by survey and take auxiliary ...
In this thesis, we are interested in estimating the mean electricity consumption curve. Since the study variable is functional and storage capacities are limited or... -
Local polynomial estimation of the mean function and its derivatives based on...
International audience -
On the semiparametric robust estimation in functional statistic
In this thesis, we propose to study some functional parameters when the data are generated from a model of regression to a single index. We study two functional... -
Clustering Functional Data using Wavelet
International audience -
On spatial conditional mode estimation for a functional regressor
International audience
