Frédéric Pascal

Orcid: 0000-0003-0196-6395

Affiliations:
  • Laboratoire SONDRA de Supelec


According to our database1, Frédéric Pascal authored at least 137 papers between 2004 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
A Flexible EM-Like Clustering Algorithm for Noisy Data.
IEEE Trans. Pattern Anal. Mach. Intell., May, 2024

Sparse PCA with False Discovery Rate Controlled Variable Selection.
CoRR, 2024

2023
Covariance Matrix Estimation of Texture Correlated Compound-Gaussian Vectors for Adaptive Radar Detection.
IEEE Trans. Aerosp. Electron. Syst., June, 2023

A Robust and Flexible EM Algorithm for Mixtures of Elliptical Distributions with Missing Data.
IEEE Trans. Signal Process., 2023

Affine Equivariant Tyler's M-Estimator Applied to Tail Parameter Learning of Elliptical Distributions.
IEEE Signal Process. Lett., 2023

Choosing the parameter of the Fermat distance: navigating geometry and noise.
CoRR, 2023

FEMDA: a unified framework for discriminant analysis.
CoRR, 2023

Algorithme EM régularisé.
CoRR, 2023

FEMDA: Une méthode de classification robuste et flexible.
CoRR, 2023

PCA-based Multi-Task Learning: a Random Matrix Approach.
Proceedings of the International Conference on Machine Learning, 2023

Regularized EM Algorithm.
Proceedings of the IEEE International Conference on Acoustics, 2023

Elliptical Wishart Distribution: Maximum Likelihood Estimator from Information Geometry.
Proceedings of the IEEE International Conference on Acoustics, 2023

t-WDA: A novel Discriminant Analysis applied to EEG classification.
Proceedings of the 31st European Signal Processing Conference, 2023

2022
Joint Estimation of Location and Scatter in Complex Elliptically Symmetric Distributions.
J. Signal Process. Syst., 2022

A Convex Formulation for the Robust Estimation of Multivariate Exponential Power Models.
Proceedings of the IEEE International Conference on Acoustics, 2022

Robust Classification with Flexible Discriminant Analysis in Heterogeneous Data.
Proceedings of the IEEE International Conference on Acoustics, 2022

RADAR Emitter Classification with Optimal Transport Distances.
Proceedings of the 30th European Signal Processing Conference, 2022

Riemannian Classification of EEG Signals with Missing Values.
Proceedings of the 30th European Signal Processing Conference, 2022

2021
Shrinking the Eigenvalues of M-Estimators of Covariance Matrix.
IEEE Trans. Signal Process., 2021

A Riemannian Framework for Low-Rank Structured Elliptical Models.
IEEE Trans. Signal Process., 2021

Special issue on statistical signal processing solutions and advances for data science: Complex, dynamic and large-scale settings.
Signal Process., 2021

MIMO filters based on robust rank-constrained Kronecker covariance matrix estimation.
Signal Process., 2021

On Change Detection for Polsar Image Time Series: A New Clustering Approach.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2021

Improved estimation of the degree of freedom parameter of multivariate $t$-distribution.
Proceedings of the 29th European Signal Processing Conference, 2021

2020
Robust Semiparametric Efficient Estimators in Complex Elliptically Symmetric Distributions.
IEEE Trans. Signal Process., 2020

Improving portfolios global performance using a cleaned and robust covariance matrix estimate.
Soft Comput., 2020

On the performance of robust plug-in detectors using <i>M</i>-estimators.
Signal Process., 2020

Robust Semiparametric Joint Estimators of Location and Scatter in Elliptical Distributions.
Proceedings of the 30th IEEE International Workshop on Machine Learning for Signal Processing, 2020

M-Estimators of Scatter with Eigenvalue Shrinkage.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Riemannian Framework for Robust Covariance Matrix Estimation in Spiked Models.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Robust clustering and outlier rejection using the Mahalanobis distance distribution.
Proceedings of the 28th European Signal Processing Conference, 2020

Properties of a new R-estimator of shape matrices.
Proceedings of the 28th European Signal Processing Conference, 2020

2019
On the Asymptotics of Maronna's Robust PCA.
IEEE Trans. Signal Process., 2019

Theoretical Performance of Low Rank Adaptive Filters in the Large Dimensional Regime.
IEEE Trans. Aerosp. Electron. Syst., 2019

Performance of the Low-Rank Adaptive Normalized Matched Filter Test Under a Large Dimension Regime.
IEEE Trans. Aerosp. Electron. Syst., 2019

$M$ -NL: Robust NL-Means Approach for PolSAR Images Denoising.
IEEE Geosci. Remote. Sens. Lett., 2019

An Improved Low Rank Detector in the High Dimensional Regime.
Proceedings of the IEEE International Conference on Acoustics, 2019

Fusing Eigenvalues.
Proceedings of the IEEE International Conference on Acoustics, 2019

Performance Analysis of a Low-Rank Detector Under Training Data Contamination.
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019

A new clustering algorithm for PolSAR images segmentation.
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019

Spectral Shrinkage of Tyler's $M$-Estimator of Covariance Matrix.
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019

2018
New Insights Into the Statistical Properties of M-Estimators.
IEEE Trans. Signal Process., 2018

Optimal Design of the Adaptive Normalized Matched Filter Detector Using Regularized Tyler Estimators.
IEEE Trans. Aerosp. Electron. Syst., 2018

New Low-Rank Filters for MIMO-STAP Based on an Orthogonal Tensorial Decomposition.
IEEE Trans. Aerosp. Electron. Syst., 2018

A Toeplitz-Tyler Estimation of the Model Order in Large Dimensional Regime.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Improving Portfolios Global Performance with Robust Covariance Matrix Estimation: Application to the Maximum Variety Portfolio.
Proceedings of the 26th European Signal Processing Conference, 2018

2017
Adaptive Nonzero-Mean Gaussian Detection.
IEEE Trans. Geosci. Remote. Sens., 2017

Robust ANMF Detection in Noncentered Impulsive Background.
IEEE Signal Process. Lett., 2017

A bias-compensated MUSIC for small number of samples.
Signal Process., 2017

New asymptotic properties for the robust ANMF.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

New model order selection in large dimension regime for complex elliptically symmetric noise.
Proceedings of the 25th European Signal Processing Conference, 2017

Deep robust regression.
Proceedings of the 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2017

2016
Low-Complexity Algorithms for Low Rank Clutter Parameters Estimation in Radar Systems.
IEEE Trans. Signal Process., 2016

Convergence and Fluctuations of Regularized Tyler Estimators.
IEEE Trans. Signal Process., 2016

Robust Covariance Matrix Estimation in Heterogeneous Low Rank Context.
IEEE Trans. Signal Process., 2016

Théorie des matrices aléatoires robustes et applications à la détection radar.
Traitement du Signal, 2016

Hyperspectral Anomaly Detectors Using Robust Estimators.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

A Bayesian Nonparametric Model Coupled with a Markov Random Field for Change Detection in Heterogeneous Remote Sensing Images.
SIAM J. Imaging Sci., 2016

Second order statistics of robust estimators of scatter. Application to GLRT detection for elliptical signals.
J. Multivar. Anal., 2016

Optimal adaptive normalized matched filter for large antenna arrays.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016

A robust signal subspace estimator.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016

New properties for Tyler's covariance matrix estimator.
Proceedings of the 50th Asilomar Conference on Signals, Systems and Computers, 2016

2015
Clutter Subspace Estimation in Low Rank Heterogeneous Noise Context.
IEEE Trans. Signal Process., 2015

A New Multivariate Statistical Model for Change Detection in Images Acquired by Homogeneous and Heterogeneous Sensors.
IEEE Trans. Image Process., 2015

On the Convergence of Maronna's M-Estimators of Scatter.
IEEE Signal Process. Lett., 2015

The random matrix regime of Maronna's M-estimator with elliptically distributed samples.
J. Multivar. Anal., 2015

Optimal Design of the Adaptive Normalized Matched Filter Detector.
CoRR, 2015

Change detection for optical and radar images using a Bayesian nonparametric model coupled with a Markov random field.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Second order statistics of bilinear forms of robust scatter estimators.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Asymptotic performance of the Low Rank Adaptive Normalized Matched Filter in a large dimensional regime.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Asymptotic properties of the robust ANMF.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Asymptotic detection performance of the robust ANMF.
Proceedings of the 23rd European Signal Processing Conference, 2015

Anomaly detection and estimation in hyperspectral imaging using Random Matrix Theory tools.
Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015

Asymptotic detection performance analysis of the robust Adaptive Normalized Matched Filter.
Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015

RMT for whitening space correlation and applications to radar detection.
Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015

2014
Generalized Robust Shrinkage Estimator and Its Application to STAP Detection Problem.
IEEE Trans. Signal Process., 2014

Robust Estimates of Covariance Matrices in the Large Dimensional Regime.
IEEE Trans. Inf. Theory, 2014

Exploiting persymmetry for low-rank Space Time Adaptive Processing.
Signal Process., 2014

Low-rank filter and detector for multidimensional data based on an alternative unfolding HOSVD: application to polarimetric STAP.
EURASIP J. Adv. Signal Process., 2014

Robust M-estimator of scatter for large elliptical samples.
Proceedings of the IEEE Workshop on Statistical Signal Processing, 2014

Shrinkage covariance matrix estimator applied to STAP detection.
Proceedings of the IEEE Workshop on Statistical Signal Processing, 2014

Robust anomaly detection in Hyperspectral Imaging.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

CFAR property and robustness of the lowrank adaptive normalized matched filters detectors in low rank compound gaussian context.
Proceedings of the IEEE 8th Sensor Array and Multichannel Signal Processing Workshop, 2014

Binary partition trees-based robust adaptive hyperspectral RX anomaly detection.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

A multivariate statistical model for multiple images acquired by homogeneous or heterogeneous sensors.
Proceedings of the IEEE International Conference on Acoustics, 2014

Robust estimation of the clutter subspace for a Low Rank heterogeneous noise under high Clutter to Noise Ratio assumption.
Proceedings of the IEEE International Conference on Acoustics, 2014

2013
Asymptotic Properties of Robust Complex Covariance Matrix Estimates.
IEEE Trans. Signal Process., 2013

Performance of Two Low-Rank STAP Filters in a Heterogeneous Noise.
IEEE Trans. Signal Process., 2013

Parameter Estimation For Multivariate Generalized Gaussian Distributions.
IEEE Trans. Signal Process., 2013

Performance analysis of robust detectors for hyperspectral imaging.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

CFAR hierarchical clustering of polarimetric SAR data.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

A joint robust estimation and random matrix framework with application to array processing.
Proceedings of the IEEE International Conference on Acoustics, 2013

Random matrix theory applied to low rank stap detection.
Proceedings of the 21st European Signal Processing Conference, 2013

Maximum likelihood estimation of clutter subspace in non homogeneous noise context.
Proceedings of the 21st European Signal Processing Conference, 2013

Numerical performance of a tensor MUSIC algorithm based on HOSVD for a mixture of polarized sources.
Proceedings of the 21st European Signal Processing Conference, 2013

False-alarm regulation for target detection in hyperspectral imaging.
Proceedings of the 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2013

Multidimensional low-rank filter based on the AU-HOSVD for MIMO STAP.
Proceedings of the 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2013

2012
Derivation of the Bias of the Normalized Sample Covariance Matrix in a Heterogeneous Noise With Application to Low Rank STAP Filter.
IEEE Trans. Signal Process., 2012

Robust M-Estimation for Array Processing: A Random Matrix Approach
CoRR, 2012

Robust detection using M-estimators for hyperspectral imaging.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

A class of robust estimates for detection in hyperspectral images using elliptical distributions background.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Robust ANMF test using Huber's M-estimator.
Proceedings of the IEEE 7th Sensor Array and Multichannel Signal Processing Workshop, 2012

Low Rank Tensor STAP filter based on multilinear SVD.
Proceedings of the IEEE 7th Sensor Array and Multichannel Signal Processing Workshop, 2012

Performance of the maximum likelihood estimators for the parameters of multivariate generalized Gaussian distributions.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

A new tool for multidimensional low-rank STAP filter: Cross HOSVDs.
Proceedings of the 20th European Signal Processing Conference, 2012

2011
Traitement STAP et modélisation SIRV : robustesse et persymétrie.
Traitement du Signal, 2011

STAP à rang réduit, robuste et persymétrique.
Traitement du Signal, 2011

Persymmetric Adaptive Radar Detectors.
IEEE Trans. Aerosp. Electron. Syst., 2011

Optimal Parameter Estimation in Heterogeneous Clutter for High-Resolution Polarimetric SAR Data.
IEEE Geosci. Remote. Sens. Lett., 2011

Statistical Classification for Heterogeneous Polarimetric SAR Images.
IEEE J. Sel. Top. Signal Process., 2011

Heterogeneous clutter model for high resolution polarimetric SAR data processing.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Robust detection using the SIRV background modelling for hyperspectral imaging.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

On the extension of the product model in POLSAR processing for unsupervised classification using information geometry of covariance matrices.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Robust covariance matrix estimates with attractive asymptotic properties.
Proceedings of the 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2011

2010
Coherency Matrix Estimation of Heterogeneous Clutter in High-Resolution Polarimetric SAR Images.
IEEE Trans. Geosci. Remote. Sens., 2010

Statistical analysis of the covariance matrix MLE in K-distributed clutter.
Signal Process., 2010

The Empirical Likelihood method applied to covariance matrix estimation.
Signal Process., 2010

MIMO Radar Detection in Non-Gaussian and Heterogeneous Clutter.
IEEE J. Sel. Top. Signal Process., 2010

Optimal parameter estimation in heterogeneous clutter for high resolution polarimetric SAR data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

A test statistic for high resolution polarimetric SAR data classification.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Roll invariant target detection based on PolSAR clutter models.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Robust MIMO radar detection for correlated subarrays.
Proceedings of the IEEE International Conference on Acoustics, 2010

Robustness analysis of covariance matrix estimates.
Proceedings of the 18th European Signal Processing Conference, 2010

Properties of robust MIMO detector.
Proceedings of the 18th European Signal Processing Conference, 2010

2009
Estimation and Segmentation in Non-Gaussian POLSAR Clutter by SIRV Stochastic Processes.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Hierarchical Segmentation of Polarimetric SAR Images using Heterogeneous Clutter Models.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Spatio-temporal adaptive detector in non-homogeneous and low-rank clutter.
Proceedings of the IEEE International Conference on Acoustics, 2009

2008
Performance Analysis of Covariance Matrix Estimates in Impulsive Noise.
IEEE Trans. Signal Process., 2008

Covariance Structure Maximum-Likelihood Estimates in Compound Gaussian Noise: Existence and Algorithm Analysis.
IEEE Trans. Signal Process., 2008

Exact Maximum Likelihood Estimates for SIRV Covariance Matrix: Existence and Algorithm Analysis.
IEEE Trans. Signal Process., 2008

Normalized Coherency Matrix Estimation Under the SIRV Model. Alpine Glacier Polsar Data Analysis.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

On persymmetric covariance matrices in adaptive detection.
Proceedings of the IEEE International Conference on Acoustics, 2008

An empirical likelihood method for data aided channel identification in unknown noise field.
Proceedings of the 2008 16th European Signal Processing Conference, 2008

2007
First- and Second-Order Moments of the Normalized Sample Covariance Matrix of Spherically Invariant Random Vectors.
IEEE Signal Process. Lett., 2007

2006
On a SIRV-CFAR detector with radar experimentations in impulsive clutter.
Proceedings of the 14th European Signal Processing Conference, 2006

2005
Theoretical analysis of an improved covariance matrix estimator in non-Gaussian noise [radar detection applications].
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

2004
Constant false alarm rate detection in Spherically Invariant Random Processes.
Proceedings of the 2004 12th European Signal Processing Conference, 2004


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