27 citations · 122 across the 18 of their papers we have counts for
18 papers
A Distribution Free Truncated Kernel Ridge Regression Estimator and Related Spectral Analyses
Asma Ben Saber, Abderrazek Karoui
It is well known that kernel ridge regression (KRR) is a popular nonparametric regression estimator. Nonetheless, in the presence of a large data set with size the KRR es…
A Stable Jacobi polynomials based least squares regression estimator associated with an ANOVA decomposition model
Mohamed Jebalia, Abderrazek Karoui
In this work, we construct a stable and fairly fast estimator for solving non-parametric multidimensional regression problems. The proposed estimator is based on the use of multiva…
Multivariate nonparametric regression by least squares Jacobi polynomials approximations
Asma BenSaber, Sophie Dabo-Niang, Abderrazek Karoui
In this work, we study a random orthogonal projection based least squares estimator for the stable solution of a multivariate nonparametric regression (MNPR) problem. More precisel…
Random matrices based schemes for stable and robust nonparametric and functional regression estimators
Asma Ben Saber, Abderrazek Karoui
In the first part of this work, we develop a novel scheme for solving nonparametric regression problems. That is the approximation of possibly low regular and noised functions from…
Reproducing kernels based schemes for nonparametric regression
Bilel Bousselmi, Jean-François Dupuy, Abderrazek Karoui
In this work, we develop and study an empirical projection operator scheme for solving nonparametric regression problems. This scheme is based on an approximate projection of the r…
Discrete Prolate Spheroidal Wave Functions: Further spectral analysis and some related applications
M. Boulsane, N. H. Bourguiba, A. Karoui
For fixed and positive integer the discrete prolate spheroidal wave functions (DPSWFs), denoted by form the…