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M-Estimators of Scatter with Eigenvalue ShrinkageICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2020, Barcelone, Spain. pp.5305-5309, ⟨10.1109/ICASSP40776.2020.9054555⟩
Conference papers
hal-02591476v1
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Robust RMT for covariance matrix estimation and applications to signal processing9th International Conference of the ERCIM WG on Computational and Methodological Statistics (CMStatistics 2016), Dec 2016, Sevilla, Spain
Conference papers
hal-01634291v1
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A Comparative Study of Statistical-Based Change Detection Methods for Multidimensional and Multitemporal SAR ImagesAdvances in Condition Monitoring and Structural Health Monitoring, Springer Singapore, pp.189-206, 2021, Lecture Notes in Mechanical Engineering, ⟨10.1007/978-981-15-9199-0_18⟩
Book sections
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On the Error Exponent of a Random Tensor with Orthonormal Factor Matrices3rd conference on Geometric Science of Information (GSI 2017), Nov 2017, Paris, France
Conference papers
hal-01562329v1
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Robust estimation analysis for signal and image processingSignal and Image Processing. Université Paris-Saclay - CentraleSupélec, 2019. English. ⟨NNT : ⟩
Theses
tel-02494757v1
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On the use of Matrix Information Geometry for Polarimetric SAR Image ClassificationMatrix Information Geometry, Springer Berlin Heidelberg, pp.257-276, 2013, ⟨10.1007/978-3-642-30232-9_10⟩
Book sections
istex
hal-02494996v1
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New insights into the statistical properties of M-estimators and application to signal detectionInternational Conference on Robust Statistics, Jul 2018, Leuven, Belgium. pp.22-23
Conference papers
hal-02186220v1
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Convergence and Fluctuations of Regularized Tyler EstimatorsIEEE Transactions on Signal Processing, 2016, 64 (4), pp.1048-1060. ⟨10.1109/tsp.2015.2494858⟩
Journal articles
hal-01377665v1
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Fusing Eigenvalues2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2019), May 2019, Brighton, United Kingdom. pp.4968-4972, ⟨10.1109/ICASSP.2019.8682906⟩
Conference papers
hal-02186196v1
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Infinite-Task Learning with Vector-Valued RKHSs2018
Preprints, Working Papers, ...
hal-01800203v1
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New asymptotic properties for the robust ANMFThe 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2017), Mar 2017, New Orleans, United States. ⟨10.1109/ICASSP.2017.7952793⟩
Conference papers
hal-01816123v1
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Spectral Shrinkage of Tyler's M -Estimator of Covariance MatrixIEEE CAMSAP 2019 - IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, Dec 2019, Guadeloupe, West Indies, France
Conference papers
hal-02485823v1
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On the Angular Resolution Limit Uncertainty Under Compound Gaussian NoiseSignal Processing, 2019, 164, pp.217-224
Journal articles
hal-02144024v1
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Anomaly Detection and Estimation in Hyperspectral Imaging Using RMT ToolsIEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP 2015), Dec 2015, Cancun, Mexico. ⟨10.1109/CAMSAP.2015.7383763⟩
Conference papers
hal-01325087v1
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An Overview of Covariance‐based Change Detection Methodologies in Multivariate SAR Image Time SeriesChange Detection and Image Time Series Analysis 1, 1, Wiley, 2021, ⟨10.1002/9781119882268.ch3⟩
Book sections
hal-03519630v1
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Robust clustering and outlier rejection using the Mahalanobis distance distribution2020 28th European Signal Processing Conference (EUSIPCO), Jan 2021, Amsterdam, Netherlands. pp.2448-2452, ⟨10.23919/Eusipco47968.2020.9287356⟩
Conference papers
hal-03436669v1
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Improved estimation of the degree of freedom parameter of multivariate t-distribution2020 29th European Signal Processing Conference (EUSIPCO), Aug 2021, Dublin (virtual), Ireland
Conference papers
hal-03436848v1
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Computational Information Geometry for Binary Classification of High-Dimensional Random TensorsEntropy, 2018, 20 (3), pp.203. ⟨10.3390/e20030203⟩
Journal articles
hal-01758637v1
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First and Second Order Moments of the Normalized Sample Covariance Matrix of Spherically Invariant Random VectorsIEEE Signal Processing Letters, 2007, 14 (6), pp.425-428. ⟨10.1109/LSP.2006.888400⟩
Journal articles
hal-02491536v1
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Estimation robuste dans le régime des grandes matrices aléatoires25eme Colloque GRETSI 2015, Sep 2015, Lyon, France
Conference papers
hal-01325047v1
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Propriété CFAR-Matrice du Détecteur BORD -Application Radar sur Signaux Expérimentaux non-GaussiensVingt-cinquième Colloque GRETSI 2005, Sep 2005, Louvain-la-Neuve, Belgique
Conference papers
hal-02495007v1
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On the Asymptotics of Maronna's Robust PCAIEEE Transactions on Signal Processing, 2019, 67 (19), pp.4964-4975. ⟨10.1109/TSP.2019.2932877⟩
Journal articles
hal-02399630v1
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Borne Bayésienne pour les systèmes large-échelle : cas d'un bruit à queue lourde26eme Colloque francophone de traitement du signal et des images (GRETSI 2017), Sep 2017, juan-les-pins, France
Conference papers
hal-01568175v1
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Deep robust regression2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), Dec 2017, Curacao, France. ⟨10.1109/CAMSAP.2017.8313200⟩
Conference papers
hal-01816119v1
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Robust Calibration of Radio Interferometers in Non-Gaussian EnvironmentIEEE Transactions on Signal Processing, 2017, 65 (21), pp.5649-5660. ⟨10.1109/TSP.2017.2733496⟩
Journal articles
hal-01572142v1
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RKHS classification for multivariate extreme-value analysisIASC 07 - Statistics for Data Mining, Learning and Knowledge Extraction, 2007, Portugal. pp.NA
Conference papers
hal-00216153v1
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Asymptotic Detection Performance Analysis of the Robust Adaptive Normalized Matched FilterIEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP 2015), Dec 2015, Cancun, Mexico. ⟨10.1109/CAMSAP.2015.7383755⟩
Conference papers
hal-01325083v1
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Special issue on statistical signal processing solutions and advances for data science: Complex, dynamic and large-scale settingsSignal Processing, 2021, 182, pp.107892. ⟨10.1016/j.sigpro.2020.107892⟩
Journal articles
hal-03436657v1
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On Change Detection for Polsar Image Time Series: A New Clustering Approach2021 IEEE Statistical Signal Processing Workshop (SSP), Jul 2021, Rio de Janeiro, Brazil. pp.56-60, ⟨10.1109/SSP49050.2021.9513856⟩
Conference papers
hal-03436869v1
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A bias-compensated MUSIC for small number of samplesSignal Processing, 2017, 138, pp.117-120. ⟨10.1016/j.sigpro.2017.03.015⟩
Journal articles
hal-02486066v1
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