A Central Limit Theorem for the SNR at the Wiener Filter Output for Large Dimensional Signals - Abla Kammoun; Malika Kharouf; Walid Hachem; Jamal Najim (CoRR, 2008)

BER and outage probability approximations for LMMSE detectors on correlated MIMO channels. - Abla Kammoun; Malika Kharouf; Walid Hachem; Jamal Najim (IEEE Trans. Inf. Theory, 2009)

A central limit theorem for the SINR at the LMMSE estimator output for large-dimensional signals. - Abla Kammoun; Malika Kharouf; Walid Hachem; Jamal Najim (IEEE Trans. Inf. Theory, 2009)

On the fluctuations of the SINR at the output of the Wiener filter for non centered channels: The non Gaussian case. - Abla Kammoun; Malika Kharouf; Romain Couillet; Jamal Najim; Mérouane Debbah (ICASSP, 2012)

Linear KernelPCA and K-Means Clustering Using New Estimated Eigenvectors of the Sample Covariance Matrix. - Nassara Elhadji Ille Gado; Edith Grall-Maës; Malika Kharouf (ICMLA, 2015)

Estimating the Intrinsic Dimension of Hyperspectral Images Using an Eigen-Gap Approach. - Abderrahim Halimi; Paul Honeine; Malika Kharouf; Cédric Richard; Jean-Yves Tourneret (CoRR, 2015)

Linear Discriminant Analysis for Large-Scale Data: Application on Text and Image Data. - Nassara Elhadji Ille Gado; Edith Grall-Maës; Malika Kharouf (ICMLA, 2016)

Estimating the Intrinsic Dimension of Hyperspectral Images Using a Noise-Whitened Eigengap Approach. - Abderrahim Halimi; Paul Honeine; Malika Kharouf; Cédric Richard; Jean-Yves Tourneret (IEEE Trans. Geosci. Remote. Sens., 2016)

Transfer Learning for Large Scale Data Using Subspace Alignment. - Nassara Elhadji-Ille-Gado; Edith Grall-Maës; Malika Kharouf (ICMLA, 2017)

Linear Discriminant Analysis based on Fast Approximate SVD. - Nassara Elhadji Ille Gado; Edith Grall-Maës; Malika Kharouf (ICPRAM, 2017)

Consistent Spectral Methods for Dimensionality Reduction. - Malika Kharouf; Tabea Rebafka; Nataliya Sokolovska (EUSIPCO, 2018)

Random Matrix-Based Approach for Data Reduction and Sensor Selection with Application to Degradation Index Construction. - Togo Jean Yves Kioye; Malika Kharouf; Khac Tuan Huynh (ICSRS, 2022)

Signal Source Detection Using Asymptotic Behavior of Eigenvectors of Random Matrices. - Malika Kharouf (WMNC, 2024)