University of Paris-Saclay, France
Faculté des Sciences d'Orsay, Department of Physics
Laboratory of Signals and Systems (L2S)

alexandre.renaux@universite-paris-saclay.fr

Book chapter

-F. Bouchard, A. Breloy, A. Collas, A. Renaux, and G. Ginolhac, "The Fisher-Rao geometry of CES distributions" in "Elliptically Symmetric Distributions in Signal Processing and Machine Learning", J-P. Delmas, M. N. El Korso, F. Pascal, and S. Fortunati (Eds), Springer, 2024 (pdf).

Journal papers

- S. Labsir, A. Renaux, J. Vila-Valls, and E. Chaumette, "Barankin, McAulay-Seidman and Cramér-Rao bounds on matrix Lie groups", Elsevier Automatica, vol. 156, 2023. (pdf).
- S. Fortunati, A. Renaux, and F. Pascal. "Joint estimation of location and scatter in complex elliptically symmetric distributions", Journal of Signal Processing Systems, Springer, vol. 94, 2022. (pdf).
- F. Bouchard, A. Breloy, G. Ginolhac, A. Renaux and F. Pascal, "A Riemannian framework for low-rank structured elliptical models", IEEE Transactions on Signal Processing, vol. 69, 2021. (pdf).
- S. Fortunati, A. Renaux and F. Pascal, "Robust semiparametric efficient estimators in complex elliptically symmetric distributions", IEEE Transactions on Signal Processing, vol. 68, 2020. (pdf including supplementary materials !!!typo!!!).
- L. Bacharach, M. N. El Korso, A. Renaux and J.-Y. Tourneret, "A hybrid lower bound for parameter estimation of signals with multiple change points", IEEE Transactions on Signal Processing, Mar. 2019 (pdf).
- A. Breloy, G. Ginolhac, A. Renaux and F. Bouchard, "Intrinsic Cramér-Rao bounds for scatter and shape matrices estimation in CES distributions", IEEE Signal Processing Letters, Feb. 2019 (pdf). Supplementary materials (pdf). A more detailed unpublished research report (pdf).
- S. Zozor, C. Ren and A. Renaux, "On the maximum likelihood estimator statistics for unimodal elliptical distributions in the high signal-to-noise ratio regime", IEEE Signal Processing Letters, Jun. 2018 (pdf).
- A. Mennad, S. Fortunati, M. N. Korso, A. Younsi, A. M. Zoubir and A. Renaux, "Slepian-Bangs-type formulas and the related misspecified Cramér-Rao bounds for complex elliptically symmetric distributions", Elsevier Signal Processing, Jan. 2018 (pdf).
- L. Bacharach, A. Renaux, M. N. El Korso and E. Chaumette, "Weiss-Weinstein bound on multiple change-points estimation", IEEE Transactions on Signal Processing, May 2017 (pdf).
- E. Chaumette, A. Renaux and M. N. El Korso, "A class of Weiss-Weinstein bounds and its relationship with the Bobrovsky-Mayer-Wolf-Zakai bounds", IEEE Transactions on Information Theory, Apr. 2017 (pdf).
- N. Kbayer, J. Galy, E. Chaumette, F. Vincent, A. Renaux and P. Larzabal, "On lower bounds for non-standard deterministic estimation", IEEE Transactions on Signal Processing, Mar. 2017 (pdf).
- C. Ren, J. Galy, E. Chaumette, P. Larzabal and A. Renaux, "Hybrid Barankin-Weiss-Weinstein bounds", IEEE Signal Processing Letters, Nov. 2015 (pdf).
- C. Ren, J. Galy, E. Chaumette, F. Vincent, P. Larzabal and A. Renaux, "Recursive hybrid Cramér-Rao bound for discrete-time Markovian dynamic systems", IEEE Signal Processing Letters, Oct. 2015 (pdf).
- C. Ren, M. N. El Korso, J. Galy, E. Chaumette, P. Larzabal and A. Renaux, "On the accuracy and resolvability of vector parameter estimates", IEEE Transactions on Signal Processing, Jul. 2014 (pdf).
- D. T. Vu, A. Renaux , R. Boyer and S. Marcos, "Some results on the Weiss-Weinstein bound for conditional and unconditional signal models in array processing", Elsevier Signal Processing, Feb. 2014 (pdf).
- N. D. Tran, A. Renaux, R. Boyer, S. Marcos and P. Larzabal, "Performance bounds for the pulse phase estimation of X-ray pulsars", IEEE Transactions on Aerospace and Electronic Systems, Jan. 2014 (pdf).
- D. T. Vu, A. Renaux , R. Boyer and S. Marcos, "A Cramér-Rao bounds based analysis of 3D antenna array geometries made from ULA branches", Multidimensional Systems and Signal Processing, Springer, (pdf).
- M. N. El Korso, A. Renaux, R. Boyer, and S. Marcos, "Deterministic performance bounds on the mean square error for near field source localization", IEEE Transactions on Signal Processing, Feb. 2013 (pdf).
- M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "On the asymptotic resolvability of two point sources in known subspace interference using a GLRT-based framework", Elsevier Signal Processing, Oct. 2012 (pdf).
- N. D. Tran, A. Renaux, R. Boyer, S. Marcos and P. Larzabal, "Weiss-Weinstein bound for MIMO radar with colocated linear arrays for SNR threshold prediction", Elsevier Signal Processing, May 2012 (pdf).
- M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "Statistical analysis of achievable resolution limit in the near field source localization context", Elsevier Signal Processing, Feb. 2012 (pdf).
- M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "Statistical resolution limit for source localization with clutter interference in a MIMO radar context", IEEE Transactions on Signal Processing, Feb. 2012 (pdf).
- M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "Statistical resolution limit for the multidimensional harmonic retrieval model: Hypothesis test and Cramér-Rao bound approaches", EURASIP Journal on Advances in Signal Processing, Springer, 2011 (pdf).
- M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "Statistical resolution limit of the uniform linear cocentered orthogonal loop and dipole array", IEEE Transactions on Signal Processing, Jan. 2011 (pdf).
- P. S. La Rosa, A. Renaux, A. Nehorai and C. H. Muravchik, "Barankin-type lower bound on multiple change-point estimation", IEEE Transactions on Signal Processing, Nov. 2010 (pdf).
- M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "Conditional and unconditional Cramér-Rao bounds for near-field source localization", IEEE Transactions on Signal Processing, May 2010 (pdf).
- F. Pascal and A. Renaux, "Statistical analysis of the covariance matrix MLE in K-distributed clutter", Elsevier Signal Processing, Apr. 2010 (pdf).
- A. Renaux, P. Forster, P. Larzabal, C. Richmond, and A. Nehorai, "A fresh look at the Bayesian bounds of the Weiss-Weinstein family", IEEE Transactions on Signal Processing, Nov. 2008 (pdf).
- S. Bay, B. Geller, A. Renaux, J-P Barbot and J-M Brossier, "On the Hybrid Cramér-Rao bound and its application to dynamical phase estimation", IEEE Signal Processing Letters, 2008, (pdf).
- C. Herzet, V. Ramon, A. Renaux, and L. Vandendorpe, "Characterization of the EM algorithm mean speed of convergence based on Cramer-Rao bounds", IEEE Transactions on Signal Processing, Jun. 2008 (pdf).
- A. Renaux, "Weiss-Weinstein bound for data aided carrier estimation", IEEE Signal Processing Letters, Apr. 2007 (pdf).
- A. Renaux, L. Najjar-Atallah, P. Larzabal and P. Forster, "A useful form of the Abel bound and its application to estimator threshold prediction", IEEE Transactions on Signal Processing, May 2007 (pdf).
- A. Renaux, P. Forster, E. Boyer and P. Larzabal, "Unconditional maximum likelihood performance at finite number of samples and high signal to noise ratio", IEEE Transactions on Signal Processing, May 2007 (pdf).
- A. Renaux, P. Forster, E. Chaumette and P. Larzabal, "On the high SNR conditional maximum likelihood estimator full statistical characterization", IEEE Transactions on Signal Processing, Dec. 2006 (pdf).

Conference Papers

- S. Labsir, A. Renaux, J. Vilà-Valls, and E. Chaumette, "Intrinsic Slepian-Bangs type formula for parameters on LGs with unknown measurement noise variance", in Proc. of Asilomar Conference on Signals, Systems and Computers 2023 (pdf).
- S. Labsir, A. Renaux, J. Vilà-Valls, and E. Chaumette, "Borne de Cramér-Rao sur groupe de Lie avec observations sur groupe de Lie : application à SO(2)", in Proc. of Colloque GRETSI 2023 (pdf).
- S. Labsir, A. Renaux, J. Vilà-Valls, and E. Chaumette, "Cramér-Rao bound on Lie groups with observations on Lie groups: application to SE(2)", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2023 (pdf).
- S. Fortunati, A. Renaux, and F. Pascal, "Etude à distance finie d'un R-estimateur pour la matrice de forme des distributions symétriques elliptiques complexes", in Proc. of Colloque GRETSI 2022 (pdf).
- S. Fortunati, A. Renaux, and F. Pascal, "Robust semiparametric joint estimators of location and scatter in elliptical distributions", in Proc. of the IEEE International Workshop on Machine Learning for Signal Processing, MLSP-2020 (pdf).
- S. Fortunati, A. Renaux, and F. Pascal, "Robust semiparametric DOA estimation in non-Gaussian environment", in Proc. of the IEEE Radar Conference, RADAR-2020 (pdf).
- F. Bouchard, A. Breloy, G. Ginolhac, and A. Renaux, "A Riemannian approach to blind separation of t-distributed sources", in Proc. of the European Signal Processing Conference, EUSIPCO-2020 (pdf)
- S. Fortunati, A. Renaux, and F. Pascal, "Properties of a new R-estimator of shape matrices", in Proc. of the European Signal Processing Conference, EUSIPCO-2020 (pdf).
- F. Bouchard, A. Breloy, A. Renaux, and G. Ginolhac, "Riemannian geometry and Cramér-Rao bound for blind separation of Gaussian sources", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2020 (pdf)
- L. Bacharach, J. Galy, E. Chaumette, F. Vincent, A. Renaux and M.N. El Korso, "An example of non-standard behavior of a maximum likelihood estimator in the large sample regime", in Proc. of the IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP-2019 (pdf)
- F. Bouchard, A. Breloy, A. Renaux, and G. Ginolhac, "Bornes de Cramér-Rao intrinsèques pour l'estimation de la matrice de dispersion normalisée dans les distributions elliptiques", in Proc. of Colloque GRETSI 2019 (pdf).
- A. Mian, L. Bacharach, G. Ginolhac, A. Renaux, M. N. El Korso and JP. Ovarlez, "Designing SAR images change-point estimation strategies using an MSE lower bound", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2019 (pdf)
- L. Bacharach, A. Renaux and M. N. El Korso, "Prior influence on Weiss-Weinstein bounds for multiple change-point estimation", in Proc. of the European Signal Processing Conference, EUSIPCO-2018 (pdf).
- C. Ren, A. Renaux and S. Azarian, "Performance bounds for change point and time delay estimation", in Proc. of the European Signal Processing Conference, EUSIPCO-2018 (pdf).
- Chaumette, F. Vincent, A. Renaux and J. Galy, "Generalized conditional maximum likelihood estimators in the large sample regime", in Proc. of the European Signal Processing Conference, EUSIPCO-2018 (pdf).
- L. Bacharach, G. Bibiche, A. Renaux and M. N. El Korso, "Bornes bayésiennes pour la localisation d'un point de rupture : Application à des processus exponentiels", in Proc. of Colloque GRETSI 2017 (pdf).
- A. Breloy, A. Renaux, G. Ginolhac and F. Bouchard, "Borne de Cramér-Rao intrinsèque pour la matrice de covariance des distributions elliptiques complexes", in Proc. of Colloque GRETSI 2017 (pdf).
- L. Bacharach, M. N. El Korso, A. Renaux and JY. Tourneret, "A Bayesian lower bound for parameter estimation of Poisson data including multiple changes", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2017 (pdf)(same paper with proofs pdf).
- N. Kbayer, J. Galy, E. Chaumette, F. Vincent, A. Renaux and P. Larzabal, "Estimation accuracy of non-standard maximum likelihood estimators", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2017 (pdf).
- J. Galy, E. Chaumette, F. Vincent, A. Renaux and P. Larzabal, "Lower bounds for non-standard deterministic estimation", in Proc. of IEEE Sensor Array Multichannel Workshop, SAM-2016 (pdf).
- L. Bacharach, M. N. El Korso and A. Renaux, "Weiss-Weinstein Bound for an unknown abrupt frequency change", in Proc. of the IEEE Workshop on Statistical Signal Processing, SSP-2016 (pdf).
- L. Bacharach, A. Renaux, M. N. El Korso, and E. Chaumette, "Weiss-Weinstein bound for change-point estimation", in Proc. of the IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP-2015 (pdf).
- J. Galy, A. Renaux, E. Chaumette, F. Vincent, and P. Larzabal, "Recursive hybrid CRB for markovian systems with time-variant measurement parameters", in Proc. of the IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP-2015 (pdf).
- C. Ren, M. N. El Korso, J. Galy, E. Chaumette, P. Larzabal and A. Renaux, "Une nouvelle approche de résolution limite dans le cadre d'estimation paramétrique multidimensionnelle", in Proc. of Colloque GRETSI 2015 (pdf).
- C. Ren, J. Le Kernec J. Galy, E. Chaumette, P. Larzabal and A. Renaux, "Borne de Cramér-Rao sous contraintes pour l'estimation simultanée de paramétres aléatoires et non aléatoires", in Proc. of Colloque GRETSI 2015 (pdf).
- C. Ren, M. N. El Korso, J. Galy, E. Chaumette, P. Larzabal and A. Renaux, "Performances bounds under misspecification model for MIMO Radar application", in Proc. of the European Signal Processing Conference, EUSIPCO-2015 (pdf).
- C. Ren, J. Le Kernec J. Galy, E. Chaumette, P. Larzabal and A. Renaux, "A constrained hybrid Cramér-Rao bound for parameter estimation", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2015 (pdf).
- M. N. El Korso, A. Renaux and P. Forster, "CRLB under K-distributed observation with parameterized mean", in Proc. of IEEE Sensor Array Multichannel Workshop SAM-2014 (pdf).
- C. Ren, J. Galy, E. Chaumette, P. Larzabal and A. Renaux, "A Ziv-Zakai type bound for hybrid parameter estimation", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2014 (pdf).
- C. Ren, J. Galy, E. Chaumette, P. Larzabal and A. Renaux, "High resolution techniques for Radar: myth or reality?", in Proc. of the European Signal Processing Conference, EUSIPCO-2013 (pdf).
- C. Ren, J. Galy, E. Chaumette, P. Larzabal and A. Renaux, "Une borne inférieure de l'erreur quadratique moyenne pour l'estimation simultanée de paramétres aléatoires et non-aléatoires", in Proc. of  Colloque GRETSI 2013 (pdf).
- R. Boyer, M. N. El Korso, A. Renaux and S. Marcos, "Coexistence of near-field and far-field sources: the angular resolution limit", in Proc. of 3rd International Workshop on New Computational Methods for Inverse Problem, NCMIP-2013 (pdf).
- C. Ren, J. Galy, E. Chaumette, P. Larzabal and A. Renaux, "Hybrid lower bound on the MSE based on the Barankin and Weiss-Weinstein bounds", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2013 (pdf).
- A. Renaux, R. Boyer and S. Marcos, "Lower bounds on the MSE for mixed far-field and near-field sources direction-of-arrivals", in Proc. of Asilomar Conference on Signals, Systems and Computers 2012 (pdf).
- N. D. Tran, R. Boyer, A. Renaux, S. Marcos and P. Larzabal, "Theoretical multidimensional resolution limit for MIMO radar based on the Chernoff distance", in Proc. of IEEE Workshop on Statistical Signal Processing SSP-2012 (pdf).
- N. D. Tran, A. Renaux, R. Boyer, S. Marcos and P. Larzabal, "Radar MIMO en présence d'erreurs de modèles : une approche par les bornes de Cramér-Rao", in Proc. of Colloque GRETSI 2011 (pdf).
- D. T. Vu, A. Renaux , R. Boyer and S. Marcos, "Borne de Weiss-Weinstein pour la localisation de source polarisée à l'aide d'un réseau de capteurs COLD", in Proc. of Colloque GRETSI 2011 (pdf).
- D. T. Vu, M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "Résolution limite angulaire : appoches basées sur la théorie de l'information et sur la théorie de la détection", in Proc. of Colloque GRETSI 2011 (pdf).
- M. N. El Korso, A. Renaux, R. Boyer and S. Marcos, "Bornes inférieures de l'erreur quadratique moyenne pour la localisation de sources en champ proche", in Proc. of Colloque GRETSI 2011 (pdf).
- D. T. Vu, A. Renaux , R. Boyer and S. Marcos, "Weiss-Weinstein bound and SNR threshold analysis for DOA estimation with a COLD array", in Proc. of IEEE Workshop on Statistical Signal Processing SSP-2011 (pdf).
- D. T. Vu, M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "Angular resolution limit for vector-sensor arrays: detection and information theory approaches", in Proc. of IEEE Workshop on Statistical Signal Processing SSP-2011 (pdf).
- M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "GLRT-based framework for the multidimensional statistical resolution limit", in Proc. of IEEE Workshop on Statistical Signal Processing SSP-2011 (pdf).
- N. D. Tran, A. Renaux, R. Boyer, S. Marcos and P. Larzabal, "MIMO radar in the presence of modelling error: a Cramér-Rao bound investigation", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2011 (pdf).
- M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "Statistical resolution limit for source localization in a MIMO context", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2011 (pdf).
- M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "Statistical resolution limit: application to passive polarized source localization", in Séminaire sur les Systèmes de Détection : Architectures et Technologies DAT-2011 (pdf).
- E. Chaumette, A. Renaux and P. Larzabal, "New trends in deterministic lower bounds and SNR threshold estimation: from derivable bounds to conjectural bounds ", in Proc. of IEEE Sensor Array Multichannel Workshop SAM-2010 (pdf).
- D. T. Vu, A. Renaux , R. Boyer and S. Marcos, "Closed-form expression of the Weiss-Weinstein bound for 3D source localization: the conditional case", in Proc. of IEEE Sensor Array Multichannel Workshop SAM-2010 (pdf).
- D. T. Vu, A. Renaux , R. Boyer and S. Marcos, "Performance analysis of 2D and 3D antenna arrays for source localization", in Proc. of the European Signal Processing Conference, EUSIPCO-2010 (pdf).
- M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "Statistical resolution limits for multiple parameters of interest and for multiple signals", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2010 (pdf).
- M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "Expressions non-matricielles des bornes de Cramér-Rao pour la localisation de source en champ proche", in Proc. of Colloque GRETSI 2009 (pdf).
- D. T. Vu, A. Renaux , R. Boyer and S. Marcos, "Analyse des performances de réseaux de capteurs 2D et 3D pour la localisation de source", in Proc. of Colloque GRETSI 2009 (pdf).
- M. N. El Korso, R. Boyer, A. Renaux and S. Marcos, "Non-matrix closed form expressions of the Cramér-Rao bounds for near-field localization parameters", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2009 (pdf).
- E. Chaumette, A. Renaux and P. Larzabal, "Lower bounds on mean square error derived from mixture of linear and non-linear transformations of the unbiasedness definition", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2009 (pdf).
- P. LaRosa, A. Renaux, and A. Nehorai, "Barankin bounds for multiple change points estimation: computational aspects", in proc. of the IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP-2007 (pdf).
- S. Bay, C. Herzet, JM. Brossier, JP. Barbot, A. Renaux and B. Geller, "Bornes bayesiennes pour l'estimation de phase évoluant au cours du temps", in Proc. of the Colloque GRETSI 2007 (pdf).
- S. Bay, C. Herzet, JM. Brossier, JP. Barbot, A. Renaux and B. Geller, "Derivation of a Bayesian Cramér-Rao bound for dynamical offset estimation", in Proc. of VIII IEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC-2007 (pdf).
- E. Chaumette, J. Galy, F. Vincent, A. Renaux, and P. Larzabal "MSE Bounds conditioned by the energy detector", in Proc. of the European Signal Processing Conference, EUSIPCO-2007 (pdf).
- A. Renaux, P. Forster, P. Larzabal, and C. Richmond "The bayesian Abel bound on the mean square error", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2006 (pdf).
- A. Renaux, P. Forster, and P. Larzabal, "Une nouvelle approche des bornes bayésiennes", in Proc. of Colloque GRETSI 2005 (pdf).
- A. Renaux, P. Forster, and P. Larzabal, "A new derivation of the Bayesian bounds for parameter estimation", in Proc. of IEEE Workshop on Statistical Signal Processing SSP-2005 (pdf).
- A. Renaux, P. Forster and E. Boyer, "Non asymptotic efficiency of a maximum likelihood estimator at finite number of samples", in Proc. of European Signal Processing Conference, EUSIPCO-2004 (pdf).
- A. Renaux, E. Boyer, P. Forster and P. Larzabal, "Non-efficiency and non-gaussianity of a maximum likelihood estimator at high signal-to-noise ratio and finite number of samples", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2004 (pdf).
- P. Forster, E. Boyer, P. Larzabal and A. Renaux, "Non-efficacite et non-gaussianite asymptotiques d'un estimateur du maximum de vraisemblance à fort rapport signal sur bruit", Actes du Dix-Neuvieme Colloque GRETSI 2003 (doc).

Others

- Contribution à l'analyse des performances d'estimation en traitement statistique du signal. PhD thesis, Ecole Normale Supérieure de Cachan, Cachan, FR, July 2006. (pdf)
- Contributions aux bornes inférieures de l'erreur quadratique moyenne en traitement du signal. Habilitation à Diriger des Recherches (HDR), Paris-Sud University, Orsay, FR, Dec. 2011. (pdf)