Embedded Files
Book Chapter
[BC-1] A. Mian, G. Ginolhac, J.-P. Ovarlez, A. Breloy, F. Pascal. “An Overview of Covariance‐based Change Detection Methodologies in Multivariate SAR Image Time Series”, In book: Change Detection and Image Time Series Analysis 1, Wiley, 2021. pdf.
Journal
[ACL-Fortunati-2021] S. Fortunati, A. Renaux and F. Pascal, "Joint Estimation of Location and Scatter in Complex Elliptical Distributions: A robust semiparametric and computationally efficient R-estimator of the shape matrix", to appear in Journal of Signal Processing Systems, Springer
[ACL-Hippert-2021] Alexandre Hippert-Ferrer, Mohamed Nabil El Korso, Arnaud Breloy, Guillaume Ginolhac, "Robust mean and covariance matrix estimation under heterogeneous mixed-effects model with missing values", Signal Processing, Elsevier, 2021, 188, pp.108195. WP2-2
[ACL-Breloy-2021] Arnaud Breloy, Guillaume Ginolhac, Yongchan Gao, Frédéric Pascal, "MIMO Filters based on Robust Rank-Constrained Kronecker Covariance Matrix Estimation", Signal Processing, Elsevier, 2021, 187, pp.108-116. WP1-1 and WP4-1
[ACL-Meriaux-2021] B. Mériaux, C. Ren, A. Breloy, M. N. El Korso and P. Forster, "Matched and Mismatched Estimation of Kronecker Product of Linearly Structured Scatter Matrices under Elliptical Distributions", IEEE Transactions on Signal Processing, vol. 69, pp. 603-616, 2021. WP1-1 and WP3-2
[ACL-Bouchard-2021] F. Bouchard, A. Breloy, G. Ginolhac, A. Renaux, F. Pascal, “A Riemannian Framework for Low-Rank Structured Elliptical Models,” IEEE Trans. on Signal Processing, vol. 69, pp. 1185-1199, 2021 . https://arxiv.org/abs/2001.01141. WP1-3 and WP3-1
[ACL-Fortunati-2020] S. Fortunati, A. Renaux and F. Pascal, “Robust semiparametric efficient estimators in elliptical distributions,” in IEEE Transactions on Signal Processing, vol. 68, pp. 5003-5015, 2020. https://arxiv.org/pdf/2002.02239.pdf. WP1-1 and WP3-1
[ACL-Bouchard-2020] F Bouchard, A Mian, J Zhou, S Said, G Ginolhac, Y Berthoumieu , "Riemannian geometry for Compound Gaussian distributions: application to recursive change detection", Elsevier Signal Processing, 2020. https://arxiv.org/abs/2005.10087. WP1-3
[ACL-Mian-2020] 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. https://hal.archives-ouvertes.fr/hal-02345330v2. WP4-2
[ACL-BenAbdellah-2020] R. Ben Abdallah, A. Breloy, M. N. El Korso and D. Lautru ''Bayesian Signal Subspace Estimation with Compound Gaussian Sources," Elsevier Signal Processing vol. 167. WP2-1 and WP4-1
[ACL-Drašković-2020] G. Drašković, A. Breloy, and F. Pascal, "On the performance of robust plug-in detectors using M-estimators," in Signal Processing Journal, Elsevier, vol. 167, 2020. https://hal.archives-ouvertes.fr/hal-02399618. WP3-2
[ACL-Bouiba-2020] A. Bouiba, M. N. El Korso, A. Breloy, P. Forster, M. Hamadouche and M. Lagha, ''Two dimensional robust source localization under non-Gaussian noise", Circuits, Systems & Signal Processing, Springer, Feb., 2020. https://link.springer.com/content/pdf/10.1007/s00034-020-01381-2.pdf. WP1-2
[ACL-Drašković-2019] G. Drašković, A. Breloy, and F. Pascal, "On the asymptotics of Maronna's robust PCA," IEEE Transactions on Signal Processing, vol. 67, no. 19, pp. 4964-4975, 2019. https://arxiv.org/abs/1811.02069. WP3-2
[ACL-Mériaux-2019c] B. Mériaux, C. Ren, M. N. El Korso, A. Breloy and P. Forster ''Asymptotic Performance of Complex M-estimators for Multivariate Location and Scatter Estimation'', IEEE Signal Processing Letters, pp. 367-371, Vol. 26 , Issue: 2 , Feb. 2019. https://hal.archives-ouvertes.fr/hal-01968961. WP1-2
[ACL-Mériaux-2019b] B. Mériaux, C. Ren, M. N. El Korso, A. Breloy and P. Forster, ‘’Robust Estimation of Structured Scatter Matrices in (Mis)matched Models”, in Elsevier Signal Processing (2019), vol 165, pp. 163-174, https://hal.archives-ouvertes.fr/hal-02165848. WP1-1 and WP3-2
[ACL-Mériaux-2019a] B. Mériaux, X. Zhang, M. N. El Korso, M. Pesavento, "Iterative Marginal Maximum Likelihood DOD and DOA Estimation for MIMO Radar in the Presence of SIRP Clutter", Elsevier Signal Processing Journal, Volume 155, February 2019, Pages 384-390. https://hal.archives-ouvertes.fr/hal-01888650. WP1-2
[ACL-Breloy-2019] A. Breloy, G. Ginolhac, A. Renaux, F. Bouchard, “Intrinsic Cramer-Rao Bounds for Scatter and Shape Matrices Estimation in CES Distributions”, IEEE Sig. Proc. Letters, vol. 26(2), pp 262-266, 2019. pdf. WP3-1
[ACL-Bacharach-2019] L. Bacharach, M. N. El Korso, A. Renaux, J.-Y. Tourneret, "A hybrid lower bound for parameter estimation of signals with multiple change points", IEEE Transactions on Signal Processing, Mar. 2019. https://hal-centralesupelec.archives-ouvertes.fr/hal-02078353. WP3-1
[ACL-BenAbdellah-2019] R. Ben Abdellah, A. Mian, A. Breloy, A. Taylor, M. N. El Korso and D. Lutru ''Detection Methods Based on Structured Covariance Matrices for Multivariate SAR Images Processing'', IEEE Geoscience and Remote Sensing Letters, accepted 2019. WP2-1 and WP4-2
[ACL-Zozor-2018] 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. https://hal.archives-ouvertes.fr/hal-01798888. WP3-1
International Conferences
[ACTI-Develter-2021] P. Develter, J. Bosse, O. Rabaste, P. Forster, J.-P. Ovarlez, "Off-grid Radar Target Detection with the Normalized Matched Filter: a Monopulse-Based Detection", IEEE Statistical Signal Processing Workshop, Rio de Janeiro, Brazil, 11th-14th, July 2021. WP4-1
[ACTI-Beisson-2021] R. Beisson, P. Vallet, A. Giremus, G. Ginolhac, "Change Detection in the covariance structure of high-dimensional Gaussian Low-Rank models", IEEE Statistical Signal Processing Workshop, Rio de Janeiro, Brazil, 11th-14th, July 2021. WP3-3
[ACTI-Collas-2021] A. Collas, F. Bouchard, A. Breloy, C. Ren, G. Ginolhac, J.-P. Ovarlez, "A Tyler-Type Estimator of Location and Scatter Leveraging Riemannian Optimization", Acoustics, Speech and Signal Processing (ICASSP), 2021 IEEE International Conference on, Toronto, Canada. June 2021. WP1-3
[ACTI-Bouchard-2021] F. Bouchard, A. Breloy, A. Mian, G. Ginolhac, "On-line Kronecker Product Structured Covariance Estimation with Riemannian geometry for t-distributed data", in Proc. of the European Signal Processing Conference, EUSIPCO-2021. WP1-3
[ACTI-Zhou-2020] J. Zhou, S. Said, Y. Berthoumieu, "Recursive estimation of the scatter matrix of ECD: the Riemannian information gradient method", in Proc. of MTNS 2020. WP1-3.
[ACTI-Fortunati-2020c] 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. WP1-1 and WP3-1
[ACTI-Fortunati-2020b] S. Fortunati, A. Renaux, and F. Pascal, "Robust semiparametric DOA estimation in non-Gaussian environment", in Proc. of the IEEE Radar Conference, RADAR-2020. WP1-1 and WP3-1
[ACTI-Fortunati-2020a] 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. https://arxiv.org/pdf/2002.11967.pdf. WP1-1 and WP3-1
[ACTI-Mériaux-20] B. Mériaux, C. Ren, A. Breloy, M.N. El Korso and P. Forster, "Efficient Estimation of Kronecker Product of Linear Structured Scatter Matrices under t-distribution", in Proc. of 28th European Signal Processing Conference (EUSIPCO 2020), Amsterdam, NETHERLANDS (pdf). WP1-1
[ACTI-Bouchard-2020c] 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. WP1-3
[ACTI-Bouchard-2020b] F. Bouchard, A. Breloy, G. Ginolhac and F. Pascal, "Riemannian framework for robust covariance matrix estimation in spiked model", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2020. https://hal.univ-grenoble-alpes.fr/hal-02571084. WP1-3
[ACTI-Bouchard-2020a] 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. https://hal.inria.fr/hal-02571093/. WP3-1
[ACTI-Bosse-2020] J. Bosse, O. Rabaste, J.-P. Ovarlez, "Adaptive Subspace Detectors for Off-Grid Mismatched Targets", Acoustics, Speech and Signal Processing (ICASSP), 2020 IEEE International Conference on, Barcelona, Spain. May 2020. WP4-1
[ACTI-Zhou-2019] J. Zhou, S. Said, Y. Berthoumieu, "Online estimation of MGGD: the Riemannian averaged Natural gradient method". in Proc. of the IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP-2019 . WP1-3
[ACTI-Breloy-19] A. Breloy, E. Ollila, and F. Pascal, "Spectral Shrinkage of Tyler’s M-Estimator of Covariance Matrix," CAMSAP 2019. WP1-1
[ACTI-Bacharach-2019] 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 . WP3-1
[ACTI-Vallet-2019b] Pascal Vallet, Guillaume Ginolhac, Frederic Pascal, P Forster, "Performance analysis of a low-rank detector under training data contamination", in Proc. of the IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP-2019 . WP3-3
[ACTI-Mériaux-2019b] B. Mériaux, C. Ren, A. Breloy, M. N. El Korso and P. Forster , "Modified Sparse Subspace Clustering for Radar Detection in Non-stationary Clutter", in Proc. of the IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP-2019 . WP4-1
[ACTI-Mian-2019b] A. Mian, A. Breloy, G. Ginolhac, J.-P. Ovarlez, "Robust Low-Rank Change Detection for SAR Image Time Series", IEEE IGARSS, Yokohama, Japan, 2019. WP4-2
[ACTI-Mian-2019a] A. Mian, L. Bacharach, G. Ginolhac, A. Renaux, M. N. El Korso, J.-P. Ovarlez, "Designing SAR Images Change-Point Estimation Strategies using an MSE Lower Bound", ICASSP 2019, Brighton, England, 2019. WP4-2
[ACTI-Vallet-2019a] P. Vallet, G. Ginolhac, F. Pascal, P. Forster, “An improved low rank detector in the high dimensional regime”, ICASSP 2019, Brighton, England, 2019. WP3-3
[ACTI-Mériaux-19a] B. Mériaux, C. Ren, A. Breloy, M. N. El Korso, J.P. Ovarlez and P. Forster, “On the Recursion of Robust COMET Algorithm for Convexly Structured Shape Matrix”, EUSIPCO 2019, La Corogne, Espagne. selected as one of the finalists to participate in the Student Paper Competition at EUSIPCO 2019. https://hal.archives-ouvertes.fr/hal-02155905. WP1-1
[ACTI- BenAbdallah-2019b] R. Ben Abdallah, A. Breloy, A. Taylor, M. N. El Korso and D. Lautru, "Signal subspace change detection in structured covariance matrices", EUSIPCO, 2019. WP2-1
[ACTI- BenAbdallah-2019a] R. Ben Abdallah, A. Breloy, M. N. El Korso and D. Lautru, "Bayesian Robust Signal Subspace Estimation in Non-Gaussian Environment", EUSIPCO, 2019. WP2-1
[ACTI-Breloy-18] A. Breloy, M. N. El Korso, A. Panahi and H. Krim, "Robust Subspace Clustering for Radar Detection", in Proc. of the 26th European Signal Processing Conference, EUSIPCO'18, Rome, Italy. WP2-1
[ACTI-Mériaux-18] B. Meriaux, C. Ren, M. N. El Korso, A. Breloy and P. Forster, "Efficient estimation of scatter matrix with convex structure under t-distribution", in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018), Calgary, Alberta, Canada, April 2018. https://hal.archives-ouvertes.fr/hal-01784707. WP1-1
[ACTI-Ollier-2018a] V. Ollier, M. N. El Korso, A. Ferrari, R. Boyer, P. Larzabal , "Robust calibration of radio interferometers in multi-frequency scenario", in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018), Calgary, Alberta, Canada, April 2018. WP2-2
[ACTI-Ollier-2018b] V. Ollier, M. N. El Korso, A. Ferrari, R. Boyer and P. Larzabal, "Bayesian Calibration Using Different Prior Distributions: An Iterative Maximum a Posteriori Approach for Radio Interferometers", in Proc. of the 26th European Signal Processing Conference, EUSIPCO'18, Rome, Italy. WP2-2
French Conferences
[ACTN-Boudehane-2019] A. Boudehane, R. Boyer, V. Ollier, M. N. El Korso, A. Ferrari and P. Larzabal, "Performance bound for robust array calibration in radio interferometry", GRETSI, 2019. WP2-2
[ACTN-Mian-2019] 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. WP4-2
[ACTN-Bouchard-2019] 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. WP3-1
[ACTN-Mériaux-19b] B. Mériaux, C. Ren, A. Breloy, M.N. El Korso, P. Forster et J.-P. Ovarlez, "Une version récursive de RCOMET pour l’estimation robuste de matrices de forme à structure convexe", GRETSI 2019, Lille, FRANCE.
[ACTN-Mériaux-19a] B. Mériaux, C. Ren, M.N. El Korso, A. Breloy et P. Forster, "Estimation robuste de matrices de dispersion structurées pour des modèles bien/mal spécifiés", GRETSI 2019, Lille, FRANCE.
[ACTN-BenAbdallah-20019] R. Ben Abdallah, A. Breloy, M. N. El Korso et D. Lautru, "Détection de changement de sous-espace signal dans des matrices de covariance structurées", GRETSI 2019. WP2-1
[ACTN- Drašković-2019] G. Drašković, A. Breloy et Frédéric Pascal, "Caractérisations asymptotiques pour les composantes principales des M-estimateurs", GRETSI 2019. WP2-1
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