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Florent Bouchard, Arnaud Breloy, Guillaume Ginolhac, Alexandre Renaux, Frédéric Pascal. A Riemannian Framework for Low-Rank Structured Elliptical Models. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2021, 69, pp.1185-1199. ⟨10.1109/TSP.2021.3054237⟩. ⟨hal-03273062⟩

Antoine Collas, Florent Bouchard, Arnaud Breloy, Guillaume Ginolhac, Chengfang Ren, et al.. Probabilistic PCA From Heteroscedastic Signals: Geometric Framework and Application to Clustering. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2021, 69, pp.6546-6560. ⟨10.1109/TSP.2021.3130997⟩. ⟨hal-03521278⟩

Ammar Mian, Antoine Collas, Arnaud Breloy, Guillaume Ginolhac, Jean-Philippe Ovarlez. Robust Low-rank Change Detection for SAR Image Time Series. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2020, 13, pp.3545-3556. ⟨10.1109/JSTARS.2020.2999615⟩. ⟨hal-02345330v2⟩

Gordana Drašković, Arnaud Breloy, Frédéric Pascal. On the performance of robust plug-in detectors using M-estimators. Signal Processing, Elsevier, 2020, 167, pp.107282. ⟨10.1016/j.sigpro.2019.107282⟩. ⟨hal-02399618⟩

Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, Philippe Forster. Matched and Mismatched Estimation of Kronecker Product of Linearly Structured Scatter Matrices under Elliptical Distributions. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, In press, ⟨10.1109/TSP.2020.3042946⟩. ⟨hal-03039552⟩

Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Asymptotic Performance of Complex M-estimators for Multivariate Location and Scatter Estimation. IEEE Signal Processing Letters, Institute of Electrical and Electronics Engineers, 2019, 26 (2), pp.367-371. ⟨10.1109/lsp.2019.2891201⟩. ⟨hal-01968961⟩

Arnaud Breloy, Guillaume Ginolhac, Alexandre Renaux, Florent Bouchard. Intrinsic Cramér–Rao bounds for scatter and shape matrices estimation in CES distributions. IEEE Signal Processing Letters, Institute of Electrical and Electronics Engineers, 2019, 26 (2), pp.262-266. ⟨10.1109/LSP.2018.2886700⟩. ⟨hal-01975919⟩

Gordana Draskovic, Arnaud Breloy, Frédéric Pascal. On the Asymptotics of Maronna's Robust PCA. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2019, 67 (19), pp.4964-4975. ⟨10.1109/TSP.2019.2932877⟩. ⟨hal-02399630⟩

Rayen Ben Abdallah, Ammar Mian, Arnaud Breloy, Abigaël Taylor, Mohammed Nabil El Korso, et al.. Detection Methods Based on Structured Covariance Matrices for Multivariate SAR Images Processing. IEEE Geoscience and Remote Sensing Letters, IEEE - Institute of Electrical and Electronics Engineers, 2019, 16 (7), pp.1160-1164. ⟨10.1109/LGRS.2018.2890155⟩. ⟨hal-02305115⟩

Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Robust Estimation of Structured Scatter Matrices in (Mis)matched Models. Signal Processing, Elsevier, 2019, 165, pp.163-174. ⟨10.1016/j.sigpro.2019.06.030⟩. ⟨hal-02165848⟩

Ying Sun, Arnaud Breloy, Babu Prabhu, Daniel P. Palomar, Frédéric Pascal, et al.. Low-Complexity Algorithms for Low Rank Clutter Parameters Estimation in Radar Systems. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2016, 64 (8), pp.1986-1998. ⟨10.1109/TSP.2015.2512535⟩. ⟨hal-01377663⟩

Arnaud Breloy, Guillaume Ginolhac, Frédéric Pascal, Philippe Forster. Robust Covariance Matrix Estimation in Heterogeneous Low Rank Context. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2016, 64 (22), pp.5794-5806. ⟨10.1109/TSP.2016.2599494⟩. ⟨hal-01377662⟩

Arnaud Breloy, Guillaume Ginolhac, Frédéric Pascal, Philippe Forster. Clutter Subspace Estimation in Low Rank Heterogeneous Noise Context. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2015, 63 (9), pp.2173-2182. ⟨10.1109/TSP.2015.2403284⟩. ⟨hal-01167526⟩

Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, Philippe Forster. Efficient Estimation of Kronecker Product of Linear Structured Scatter Matrices under t-distribution. 28th European Signal Processing Conference (EUSIPCO 2020), Jan 2021, Amsterdam, Netherlands. ⟨10.23919/eusipco47968.2020.9287415⟩. ⟨hal-02873816⟩

Florent Bouchard, Arnaud Breloy, Ammar Mian, Guillaume Ginolhac. On-line Kronecker Product Structured Covariance Estimation with Riemannian geometry for t-distributed data. 2021 29th European Signal Processing Conference (EUSIPCO), Aug 2021, Dublin, Ireland. pp.856-859, ⟨10.23919/EUSIPCO54536.2021.9616101⟩. ⟨hal-03521267⟩

Florent Bouchard, Arnaud Breloy, Guillaume Ginolhac, Frédéric Pascal. Riemannian framework for robust covariance matrix estimation in spiked models. ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2020, Barcelona, Spain. ⟨10.1109/icassp40776.2020.9054726⟩. ⟨hal-02571084⟩

Florent Bouchard, Arnaud Breloy, Guillaume Ginolhac, Alexandre Renaux. A Riemannian approach to blind separation of t-distributed sources. EUSIPCO 2020, Aug 2020, Amsterdam, France. ⟨hal-02988356⟩

Florent Bouchard, Arnaud Breloy, Alexandre Renaux, Guillaume Ginolhac. Riemannian geometry and Cramér-Rao bound for blind separation of Gaussian sources. ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2020, Barcelona, Spain. ⟨10.1109/icassp40776.2020.9052996⟩. ⟨hal-02571093⟩

Ammar Mian, Arnaud Breloy, Guillaume Ginolhac, Jean-Philippe Ovarlez. Détection de Changement Robuste en Rang Faible pour les Séries Temporelles d'Images SAR. GRETSI 2019, Aug 2019, LILLE, France. ⟨hal-02388708⟩

Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Estimation robuste de matrices de dispersion structurées pour des modèles bien/mal spécifiés. XXVIIème Colloque francophone de traitement du signal et des images (GRETSI 2019), Aug 2019, Lille, France. ⟨hal-02155887⟩

Bruno Meriaux, Arnaud Breloy, Chengfang Ren, Mohammed Nabil El Korso, Philippe Forster. Modified Sparse Subspace Clustering for Radar Detection in Non-stationary Clutter. 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP 2019), 2019, Le Gosier, Guadeloupe, France. ⟨hal-02292685v2⟩

Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, P Forster, et al.. On the Recursions of Robust COMET Algorithm for Convexly Structured Shape Matrix. 27th European Signal Processing Conference (EUSIPCO 2019), Sep 2019, A Coruña, Spain. ⟨hal-02155905⟩

Gordana Draskovic, Arnaud Breloy, Frédéric Pascal. Caractérisations asymptotiques pour les composantes principales des M -estimateurs. Vingt-septième Colloque GRETSI 2019, Aug 2019, Lille, France. ⟨hal-02486933⟩

Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, P Forster, et al.. Une version récursive de RCOMET pour l'estimation robuste de matrices de forme à structure convexe. XXVIIème Colloque francophone de traitement du signal et des images (GRETSI 2019), Aug 2019, Lille, France. ⟨hal-02155900⟩

Florent Bouchard, Arnaud Breloy, Alexandre Renaux, Guillaume Ginolhac. Bornes de Cramér-Rao Intrinsèques pour l'estimation de la matrice de dispersion normalisée dans les distributions elliptiques. GRETSI 2019, Aug 2019, Lille, France. ⟨hal-02388701⟩

Arnaud Breloy, Esa Ollila, Frédéric Pascal. Spectral Shrinkage of Tyler's M -Estimator of Covariance Matrix. IEEE CAMSAP 2019 - IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, Dec 2019, Guadeloupe, West Indies, France. ⟨hal-02485823⟩

Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Efficient Estimation of Scatter Matrix with Convex Structure under t-Distribution. 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018), Apr 2018, Calgary, Canada. pp.4474-4478, ⟨10.1109/icassp.2018.8462449⟩. ⟨hal-01784707⟩

Gordana Draskovic, Frédéric Pascal, Arnaud Breloy, Jean-Yves Tourneret. Nouvelles propriétés asymptotiques de détecteurs robustes. Vingt-sixième Colloque GRETSI 2017, Sep 2017, Juan-les-Pins, France. ⟨hal-02486099⟩

Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Robust-COMET for Covariance Estimation in Convex Structures: Algorithm and Statistical Properties. 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP 2017), Dec 2017, Curaçao, Netherlands. pp.1-5, ⟨10.1109/CAMSAP.2017.8313081⟩. ⟨hal-01651772⟩

Quentin Hoarau, Arnaud Breloy, Guillaume Ginolhac, Abdourrahmane Atto, Jean Marie Nicolas. A subspace approach for shrinkage parameter selection in undersampled configuration for Regularised Tyler Estimators. ICASSP 2017, Sep 2017, New Orleans, United States. pp.3291 - 3295, ⟨10.1109/ICASSP.2017.7952765⟩. ⟨hal-01617054⟩

Quentin Hoarau, Arnaud Breloy, Guillaume Ginolhac, Abdourrahmane Atto, Jean-Marie Nicolas. Estimateur de Tyler régularisé dans le cas sous-déterminé. Application à la détection d'objets enfouis. GRETSI 2017, Sep 2017, Juan Les Pins, France. ⟨hal-01617064⟩

T. Bao, Arnaud Breloy, Mohammed Nabil El Korso, Karim Abed-Meraim, Habiba Hafdallah Ouslimani. Performance Analysis of DOA and Polarization Estimation Using a Non-uniform Linear COLD Array. 7th Seminar on Detection Systems, Architectures & Technologies, Feb 2017, Alger, Algeria. ⟨hal-03342787⟩

Arnaud Breloy, Alexandre Renaux, Guillaume Ginolhac, Florent Bouchard. Borne de Cramér-Rao intrinsèque pour la matrice de covariance des distributions elliptiques complexes. GRETSI 2017 - XXVIème Colloque francophone de traitement du signal et des images, Sep 2017, Juan-Les-Pins, France. ⟨hal-01586939⟩

Gordana Draskovic, Frédéric Pascal, Arnaud Breloy, Jean-Yves Tourneret. New asymptotic properties for the robust ANMF. The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2017), Mar 2017, New Orleans, United States. ⟨10.1109/ICASSP.2017.7952793⟩. ⟨hal-01816123⟩

Arnaud Breloy, Ying Sun, P Babu, Guillaume Ginolhac, Daniel P. Palomar. Robust rank constrained kronecker covariance matrix estimation. 2016 50th Asilomar Conference on Signals, Systems and Computers, Nov 2016, Pacific Grove, United States. pp.810 - 814, ⟨10.1109/ACSSC.2016.7869159⟩. ⟨hal-01503788⟩

Jean-Philippe Ovarlez, Frédéric Pascal, Arnaud Breloy. Asymptotic Detection Performance Analysis of the Robust Adaptive Normalized Matched Filter. IEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP 2015), Dec 2015, Cancun, Mexico. ⟨10.1109/CAMSAP.2015.7383755⟩. ⟨hal-01325083⟩

Arnaud Breloy, Guillaume Ginolhac, Frédéric Pascal, Philippe Forster. Estimation Robuste de la Matrice de Covariance en contexte Hétérogène Rang Faible. 25eme Colloque GRETSI 2015, Sep 2015, Lyon, France. pp.1-4. ⟨hal-01226415⟩

Arnaud Breloy, Guillaume Ginolhac, Frédéric Pascal, Philippe Forster. CFAR property and robustness of the lowrank adaptive normalized matched filters detectors in low rank compound gaussian context. 2014 IEEE 8th Sensor Array and Multichannel Signal Processing Workshop (SAM 2014) , Jun 2014, La Corogne, Spain. pp.301 - 304, ⟨10.1109/SAM.2014.6882401⟩. ⟨hal-01059726⟩

Arnaud Breloy, Guillaume Ginolhac, Frédéric Pascal, Philippe Forster. Robust estimation of the clutter subspace for a Low Rank heterogeneous noise under high Clutter to Noise Ratio assumption. 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2014), May 2014, Florence, Italy. pp.1-5, ⟨10.1109/ICASSP.2014.6853559⟩. ⟨hal-01024200⟩

Arnaud Breloy, Luc Le Magoarou, Guillaume Ginolhac, Frédéric Pascal, Philippe Forster. Estimation par Maximum de Vraisemblance du sous espace clutter dans un bruit hétérogène rang faible avec application au STAP. GRETSI 2013, Sep 2013, Brest, France. pp.1-4. ⟨hal-00871207⟩

Arnaud Breloy, Luc Le Magoarou, Guillaume Ginolhac, Frédéric Pascal, Philippe Forster. MAXIMUM LIKELIHOOD ESTIMATION OF CLUTTER SUBSPACE IN NON HOMOGENEOUS NOISE CONTEXT. 21st European Signal Processing Conference (EUSIPCO 2013), Sep 2013, Marrakech, Morocco. pp.1-5. ⟨hal-00871219⟩

Ammar Mian, Guillaume Ginolhac, Jean-Philippe Ovarlez, Arnaud Breloy, Frédéric Pascal. An Overview of Covariance‐based Change Detection Methodologies in Multivariate SAR Image Time Series. Change Detection and Image Time Series Analysis 1, Wiley, 2021, ⟨10.1002/9781119882268.ch3⟩. ⟨hal-03519630⟩

Yassine Mhiri, Mohammed Nabil El Korso, Lucien Bacharach, Arnaud Breloy, Pascal Larzabal. Expectation-Maximization Based Direction of Arrival Estimation Under a Mixture of Noise. 2021. ⟨hal-03156738⟩

Tao Bao, Mohammed Nabil El Korso, Arnaud Breloy. Conditional and Unconditional Deterministic Bounds on the MSE of the Non-Uniform Linear Co-centered Orthogonal Loop and Dipole Array. [Research Report] Université paris nanterre. 2020. ⟨hal-02988127⟩

Arnaud Breloy. Algorithmes d’estimation et de détection en contexte hétérogène rang faible. Traitement du signal et de l'image [eess.SP]. Université Paris Saclay (COmUE), 2015. Français. ⟨NNT : 2015SACLN021⟩. ⟨tel-01244963⟩

Arnaud Breloy. Algorithmes d’Estimation et de Détection en Contexte Hétérogène Rang Faible. Traitement du signal et de l'image [eess.SP]. L’UNIVERSITÉ DE PARIS-SACLAY, 2015. Français. ⟨tel-01279947⟩

Arnaud Breloy. Some flavours of PCA. Signal and Image processing. Université Paris Nanterre, 2020. ⟨tel-03135138⟩