22 citations · 42 across the 7 of their papers we have counts for
8 papers
Density-valued time series: Nonparametric density-on-density regression
Frédéric Ferraty, Han Lin Shang
This paper is concerned with forecasting probability density functions. Density functions are nonnegative and have a constrained integral; thus, they do not constitute a vector spa…
Scalar-on-function local linear regression and beyond
Frédéric Ferraty, Stanislav Nagy
Regressing a scalar response on a random function is nowadays a common situation. In the nonparametric setting, this paper paves the way for making the local linear regression base…
Estimation of temperature-dependent growth profiles for the assessment of time of hatching in forensic entomology
D. Pigoli, J. A. D. Aston, F. Ferraty +3
Forensic entomology contributes important information to crime scene investigations. In this paper, we propose a method to estimate the hatching time of larvae (or maggots) based o…
Stable and predictive functional domain selection with application to brain images
Ah Yeon Park, John A. D. Aston, Frederic Ferraty
Motivated by increasing trends of relating brain images to a clinical outcome of interest, we propose a functional domain selection (FuDoS) method that effectively selects subregio…
Fast forward feature selection for the nonlinear classification of hyperspectral images
Mathieu Fauvel, Clement Dechesne, Anthony Zullo +1
A fast forward feature selection algorithm is presented in this paper. It is based on a Gaussian mixture model (GMM) classifier. GMM are used for classifying hyperspectral images.…
An Algorithm for Nonlinear, Nonparametric Model Choice and Prediction
Frédéric Ferraty, Peter Hall
We introduce an algorithm which, in the context of nonlinear regression on vector-valued explanatory variables, chooses those combinations of vector components that provide best pr…