activity
20042021
most citedDeterministic equivalents for certain functionals of large random matrices

201 citations · 551 across the 29 of their papers we have counts for

collaborators

32 papers

math.ST2021

Properties of linear spectral statistics of frequency-smoothed estimated spectral coherence matrix of high-dimensional Gaussian time series

Philippe Loubaton, Alexis Rosuel

The asymptotic behaviour of Linear Spectral Statistics (LSS) of the smoothed periodogram estimator of the spectral coherency matrix of a complex Gaussian high-dimensional time seri…

cs.IT2021

On the largest singular values of certain large random matrices with application to the estimation of the minimal dimension of the state-space representations of high-dimensional time series

Daria Tieplova, Philippe Loubaton

This paper is devoted to the estimation of the minimal dimension P of the state-space realizations of a high-dimensional time series y, defined as a noisy version (the noise is whi…

math.ST2021

On the asymptotic distribution of the maximum sample spectral coherence of Gaussian time series in the high dimensional regime

Alexis Rosuel, Philippe Loubaton, Pascal Vallet

We investigate the asymptotic distribution of the maximum of a frequency smoothed estimate of the spectral coherence of a M-variate complex Gaussian time series with mutually indep…

cs.IT2021★ 9 cited

On the detection of low-rank signal in the presence of spatially uncorrelated noise: a frequency domain approach

Alexis Rosuel, Philippe Loubaton, Pascal Vallet +1

This paper analyzes the detection of a M-dimensional useful signal modeled as the output of a M xK MIMO filter driven by a K-dimensional white Gaussian noise, and corrupted by a M-…

cs.IT2020

On the frequency domain detection of high dimensional time series

A Rosuel, P. Vallet, P Loubaton +1

In this paper, we address the problem of detection, in the frequency domain, of a M-dimensional time series modeled as the output of a M x K MIMO filter driven by a K-dimensional G…

cs.IT2020★ 4 cited

Large random matrix approach for testing independence of a large number of Gaussian time series

Philippe Loubaton, Alexis Rosuel

The asymptotic behaviour of Linear Spectral Statistics (LSS) of the smoothed periodogram estimator of the spectral coherency matrix of a complex Gaussian high-dimensional time seri…