4 citations · 16 across the 16 of their papers we have counts for
17 papers
Gumbel convergence for maximal packing distances from uniform random samples
Sana Louhichi
Let be a sequence of i.i.d. -valued random variables uniformly distributed on a compact subset of . In this work, we study the asymptotic behavior of max…
Topological reconstruction of compact supports of dependent stationary random variables
Sadok Kallel, Sana Louhichi
In this paper we extend results on reconstruction of probabilistic supports of random i.i.d variables to supports of dependent stationary -valued random variables. All…
Self-Training of Halfspaces with Generalization Guarantees under Massart Mislabeling Noise Model
Lies Hadjadj, Massih-Reza Amini, Sana Louhichi +1
We investigate the generalization properties of a self-training algorithm with halfspaces. The approach learns a list of halfspaces iteratively from labeled and unlabeled training…
On bandwidth selection problems in nonparametric trend estimation under martingale difference errors
Karim Benhenni, Didier Girard, Sana Louhichi
In this paper, we are interested in the problem of smoothing parameter selection in nonparametric curve estimation under dependent errors. We focus on kernel estimation and the cas…
Dynamical coupling between Ising and FK percolation
Raphaël Cerf, Sana Louhichi
We investigate the problem of constructing a dynamics on edge--spin configurations which realizes a coupling between a Glauber dynamics of the Ising model and a dynamical evolution…
Trapezoidal rule and sampling designs for the nonparametric estimation of the regression function in models with correlated errors
D. Benelmadani, K. Benhenni, S. Louhichi
The problem of estimating the regression function in a fixed design models with correlated observations is considered. Such observations are obtained from several experimental unit…