Alexandre RENAUX

I got the Ph.D. degree in electrical engineering from Ecole Normale Supérieure de Paris-Saclay (formerly Ecole Normale Supérieure de Cachan), France, in 2006. From 2006 to 2007, I was a postdoctoral research associate at the Department of Electrical and Systems Engineering, Washington University in St. Louis, MO, USA. Since 2007, I teach at the Physics Department (Faculté des Sciences) of Université Paris-Saclay, France and my research lab is the Laboratory of Signals and Systems located at CentraleSupelec (Université de Paris-Saclay). From September 2020 to August 2021, I was on leave at the Universidade Federal do Espírito Santo (UFES), Vitória, ES, Brazil. My research interests are in the field of statistical estimation and lower bounds on estimation errors in the context of machine learning and signal processing.

L2S, CentraleSupélec
Bât. Breguet C4.25
3 rue Joliot Curie
91190 Gif-sur-Yvette, France

Publications

Journal articles

2020

Robust Semiparametric Efficient Estimators in Complex Elliptically Symmetric Distributions

Fortunati, Renaux, Pascal
IEEE Transactions on Signal Processing, 68, p. 5003-5015, 2021
2019

A Hybrid Lower Bound for Parameter Estimation of Signals With Multiple Change-Points

Bacharach, Korso, Renaux, Tourneret
IEEE Transactions on Signal Processing, 67 (5), p. 1267-1279, 2019

Intrinsic Cramér–Rao bounds for scatter and shape matrices estimation in CES distributions

Breloy, Ginolhac, Renaux, Bouchard
IEEE Signal Processing Letters, 26 (2), p. 262-266, 2019
2018

Slepian-Bangs-type formulas and the related Misspecified Cramér-Rao Bounds for Complex Elliptically Symmetric distributions

Mennad, Fortunati, El Korso, Younsi, Zoubir, Renaux
Signal process., 142, Elsevier, p. 320-329, 2021
2017

A class of Weiss-Weinstein bounds and its relationship with the Bobrovsky-Mayer-Wolf-Zakai bounds

Chaumette, Renaux, El Korso
IEEE Transactions on Information Theory, 63 (4), p. 2226-2240, 2017

On lower bounds for non-standard deterministic estimation

Kbayer, Galy, Chaumette, Vincent, Renaux, Larzabal
IEEE Transactions on Signal Processing, 65 (6), p. 1538-1553, 2017

Weiss-Weinstein bound on multiple change-points estimation

Bacharach, Renaux, El Korso, Chaumette
IEEE Transactions on Signal Processing, 65 (10), p. 2686-2700, 2021
2015

Hybrid Barankin-Weiss-Weinstein bounds

Ren, Galy, Chaumette, Larzabal, Renaux
IEEE Signal Processing Letters, 22 (11), p. 2064-2068, 2015

Recursive hybrid Cramer-Rao bound for discrete-time Markovian dynamic systems

Ren, Galy, Chaumette, Vincent, Larzabal, Renaux
IEEE Signal Processing Letters, 22 (10), p. 1543-1547, 2015

Conference papers

2020

ROBUST SEMIPARAMETRIC JOINT ESTIMATORS OF LOCATION AND SCATTER IN ELLIPTICAL DISTRIBUTIONS

Fortunati, Renaux, Pascal
2020 IEEE 30th International Workshop on Machine Learning for Signal Processing (MLSP), Espoo, Finlande, 2021

A Riemannian approach to blind separation of t-distributed sources

Bouchard, Breloy, Ginolhac, Renaux
EUSIPCO 2020, Amsterdam, France, 2020

Riemannian geometry and Cramér-Rao bound for blind separation of Gaussian sources

Bouchard, Breloy, Renaux, Ginolhac
2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP2020), Barcelona, Espagne, 2020

Robust Semiparametric DOA Estimation in non-Gaussian Environment

Fortunati, Renaux, Pascal
IEEE RadarConf 20, Florence, Italie, 2021

An example of non-standard behavior of a maximum likelihood estimator in the large sample regime

Bacharach, Galy, Chaumette, Vincent, Renaux, Korso
IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP 2019), Le Gosier, Guadeloupe, France, 2021
2019

Designing Sar Images Change-point Estimation Strategies Using an Mse Lower Bound

Mian, Bacharach, Ginolhac, Renaux, El Korso, Ovarlez
ICASSP 2019 – 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, Royaume-Uni, 2019
2018

Performance bounds for change point and time delay estimation

Ren, Renaux, Azarian
26th European Signal Processing Conference (EUSIPCO 2018), Rome, Italie, 2018

Prior influence on Weiss-Weinstein bounds for multiple change-point estimation

Bacharach, Renaux, El Korso
26th European Signal Processing Conference (EUSIPCO 2018), Rome, Italie, 2018

Generalized conditionnal maximum likelihood estimators in the large sample regime

Chaumette, Vincent, Renaux, Galy
26th European Signal Processing Conference (EUSIPCO 2018), Rome, Italie, 2018

Books

Patents and software

These/HDR

2011
H.D.R.
2006
Thèses

Contribution à l’analyse des performances d’estimation en traitement statistique du signal

Renaux
École normale supérieure de Cachan – ENS Cachan, 2006