5 citations · 12 across the 4 of their papers we have counts for
6 papers
Over-The-Air Federated Learning under Byzantine Attacks
Houssem Sifaou, Geoffrey Ye Li
Federated learning (FL) is a promising solution to enable many AI applications, where sensitive datasets from distributed clients are needed for collaboratively training a global m…
A Precise Performance Analysis of Support Vector Regression
Houssem Sifaou, Abla kammoun, Mohamed-Slim Alouini
In this paper, we study the hard and soft support vector regression techniques applied to a set of linear measurements of the form wh…
Precise Error Analysis of the LASSO under Correlated Designs
Ayed M. Alrashdi, Houssem Sifaou, Abla Kammoun +2
In this paper, we consider the problem of recovering a sparse signal from noisy linear measurements using the so called LASSO formulation. We assume a correlated Gaussian design ma…
High-Dimensional Quadratic Discriminant Analysis under Spiked Covariance Model
Houssem Sifaou, Abla Kammoun, Mohamed-Slim Alouini
Quadratic discriminant analysis (QDA) is a widely used classification technique that generalizes the linear discriminant analysis (LDA) classifier to the case of distinct covarianc…
Optimal Linear Precoding for Indoor Visible Light Communication System
Houssem Sifaou, Ki-Hong Park, Abla Kammoun +1
Visible light communication (VLC) is an emerging technique that uses light-emitting diodes (LED) to combine communication and illumination. It is considered as a promising scheme f…
Precoding design for single-RF massive MIMO systems: A large system analysis
Houssem Sifaou, Abla Kammoun, Mohamed-Slim Alouini
This work revisits a recently proposed precoding design for massive multiple-input multiple output (MIMO) systems that is based on the use of an instantaneous total power constrain…