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M-Estimators of Scatter with Eigenvalue Shrinkage

Esa Ollila , Daniel P. Palomar , Frédéric Pascal
ICASSP 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

Robust RMT for covariance matrix estimation and applications to signal processing

Frédéric Pascal
9th International Conference of the ERCIM WG on Computational and Methodological Statistics (CMStatistics 2016), Dec 2016, Sevilla, Spain
Conference papers hal-01634291v1

A Comparative Study of Statistical-Based Change Detection Methods for Multidimensional and Multitemporal SAR Images

Ammar Mian , Frédéric Pascal
Advances 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 hal-03519611v1
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On the Error Exponent of a Random Tensor with Orthonormal Factor Matrices

Remy Boyer , Frank Nielsen
3rd 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 processing

Gordana Draskovic
Signal 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 Classification

Pierre Formont , Jean-Philippe Ovarlez , Frédéric Pascal
Matrix 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 detection

Gordana Draskovic , Frédéric Pascal
International 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 Estimators

Abla Kammoun , Romain Couillet , Frédéric Pascal , Mohamed-Slim Alouini
IEEE Transactions on Signal Processing, 2016, 64 (4), pp.1048-1060. ⟨10.1109/tsp.2015.2494858⟩
Journal articles hal-01377665v1
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Fusing Eigenvalues

Shahab Basiri , Esa Ollila , Gordana Draskovic , Frédéric Pascal
2019 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

Infinite-Task Learning with Vector-Valued RKHSs

Romain Brault , Alex Lambert , Zoltan Szabo , Maxime Sangnier , Florence d'Alché-Buc
Preprints, Working Papers, ... hal-01800203v1
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New asymptotic properties for the robust ANMF

Gordana Draskovic , Frédéric Pascal , Arnaud Breloy , Jean-Yves Tourneret
The 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 Matrix

Arnaud Breloy , Esa Ollila , Frédéric Pascal
IEEE 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 Noise

Maria S Greco , Remy Boyer
Signal Processing, 2019, 164, pp.217-224
Journal articles hal-02144024v1
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Anomaly Detection and Estimation in Hyperspectral Imaging Using RMT Tools

Eugénie Terreaux , Jean-Philippe Ovarlez , Frédéric Pascal
IEEE 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

An Overview of Covariance‐based Change Detection Methodologies in Multivariate SAR Image Time Series

Ammar Mian , Guillaume Ginolhac , Jean-Philippe Ovarlez , Arnaud Breloy , Frédéric Pascal
Change Detection and Image Time Series Analysis 1, 1, Wiley, 2021, ⟨10.1002/9781119882268.ch3⟩
Book sections hal-03519630v1

Robust clustering and outlier rejection using the Mahalanobis distance distribution

Violeta Roizman , Matthieu Jonckheere , Frédéric Pascal
2020 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-distribution

Frédéric Pascal , Esa Ollila , Daniel P Palomar
2020 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 Tensors

Gia-Thuy Pham , Remy Boyer , Frank Nielsen
Entropy, 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 Vectors

Sébastien Bausson , Frédéric Pascal , Philippe Forster , Jean-Philippe Ovarlez , Pascal Larzabal
IEEE 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 aléatoires

Romain Couillet , Abla Kammoun , Frédéric Pascal
25eme 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-Gaussiens

Frédéric Pascal , Jean-Philippe Ovarlez , Philippe Forster , Pascal Larzabal
Vingt-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 PCA

Gordana Draskovic , Arnaud Breloy , Frédéric Pascal
IEEE 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 lourde

Virginie Ollier , Remy Boyer , Mohammed Nabil El Korso , Pascal Larzabal
26eme Colloque francophone de traitement du signal et des images (GRETSI 2017), Sep 2017, juan-les-pins, France
Conference papers hal-01568175v1

Deep robust regression

Tzvi Diskin , Gordana Draskovic , Frédéric Pascal , Ami Wiesel
2017 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 Environment

Virginie Ollier , Mohammed Nabil El Korso , Remy Boyer , Pascal Larzabal , Marius Pesavento
IEEE 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 analysis

Miguel Piera-Martinez , Emmanuel Vazquez , Eric Walter , Gilles Fleury
IASC 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 Filter

Jean-Philippe Ovarlez , Frédéric Pascal , Arnaud Breloy
IEEE 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

Special issue on statistical signal processing solutions and advances for data science: Complex, dynamic and large-scale settings

Michael Muma , Esa Ollila , Frédéric Pascal
Signal Processing, 2021, 182, pp.107892. ⟨10.1016/j.sigpro.2020.107892⟩
Journal articles hal-03436657v1

On Change Detection for Polsar Image Time Series: A New Clustering Approach

Violeta Roizman , Guillaume Ginolhac , Matthieu Jonckheere , Frédéric Pascal
2021 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 samples

François Vincent , Frédéric Pascal , Olivier Besson
Signal Processing, 2017, 138, pp.117-120. ⟨10.1016/j.sigpro.2017.03.015⟩
Journal articles hal-02486066v1