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authIdHal_s : lalbera
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Turning Tangent Empirical Mode Decomposition: A Framework for Mono- and Multivariate Signals.

Julien Fleureau , Jean-Claude Nunes , Amar Kachenoura , Laurent Albera , Lotfi Senhadji et al.
IEEE Transactions on Signal Processing, 2011, 59 (3), pp.1309-1316. ⟨10.1109/TSP.2010.2097254⟩
Journal articles inserm-00550936v1
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Fast, variation-based methods for the analysis of extended brain sources

Hanna Becker , Laurent Albera , Pierre Comon , Rémi Gribonval , Isabelle Merlet et al.
EUSIPCO 2014 - 22th European Signal Processing Conference, Sep 2014, Lisbonne, Portugal. 5 p
Conference papers hal-01012083v3
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A two-step algorithm for joint EigenValue decomposition - Application to canonical polyadic decomposition of fluorescence spectra

R. André , X. Luciani , Laurent Albera , E. Moreau
Chemometrics and Intelligent Laboratory Systems, 2020, 206, pp.104065. ⟨10.1016/j.chemolab.2020.104065⟩
Journal articles hal-02960127v1

ICA and biomedical applications

Laurent Albera , Pierre Comon , Lucas C Parra , Ahmad Karfoul , Amar Kachenoura et al.
P. Comon ; C. Jutte. Handbook of Blind Source Separation, Independent Component Analysis and Applications, Academic Press, 737-78 (chap.18), 2010, 978-2-296-12827-9
Book sections hal-00909006v1
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Blind Source Separation Methods Applied to Muscle Artefacts Removing from Epileptic Eeg Recording: A Comparative Study.

Amar Kachenoura , Doha Safieddine , Laurent Albera , Gwénaël Birot , Fabrice Wendling et al.
RITS 2011 (Colloque National Recherche en Imagerie et Technologies pour la Santé), Apr 2011, Rennes, France. pp.1708.1-1708.3
Conference papers hal-00908765v1

Approximation De L'information Mutuelle Basée Sur Un Développement D'edgeworth À L'ordre 3 : Application Au Recalage Non-Rigide D'images Médicales.

M. Rubeaux , Jean-Claude Nunes , Laurent Albera , Mireille Garreau
RITS 2011 (Colloque National Recherche en Imagerie et Technologies pour la Santé), Apr 2011, Rennes (CHU), France. p
Conference papers hal-00908854v1
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Décomposition canonique de tableaux hermitiens semi-définis positifs d'ordre pair par rotation procustéenne: application à l'ICA.

Laurent Albera , Ahmad Karfoul , Lieven de Lathauwer
XXII colloque GRETSI, Sep 2009, Dijon, France. pp.488
Conference papers hal-00913700v1
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Sequential High-Resolution Direction Finding From Higher Order Statistics

Gwénaël Birot , Laurent Albera , Pascal Chevalier
IEEE Transactions on Signal Processing, 2010, 58 (8), pp.4144-4155. ⟨10.1109/TSP.2010.2049569⟩
Journal articles hal-00593309v1
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Brain Source Localization Using a Fourth-Order Deflation Scheme.

Laurent Albera , Anne Ferréol , Delphine Cosandier-Rimélé , Isabel Merlet , Fabrice Wendling et al.
IEEE Transactions on Biomedical Engineering, 2008, 55 (2), pp.490-501. ⟨10.1109/TBME.2007.905408⟩
Journal articles inserm-00255994v1

Interictal EEG noise cancellation: GEVD and DSS based approaches versus ICA and DCCA based methods

Sepideh Hajipour Sardouie , Mohammad Bagher Shamsollahi , Laurent Albera , Isabelle Merlet
Innovation and Research in BioMedical engineering, 2015, 36 (1), pp.20-32. ⟨10.1016/j.irbm.2014.10.002⟩
Journal articles hal-01116713v1
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Complex patterns of spatially extended generators of epileptic activity: Comparison of source localization methods cMEM and 4-ExSo-MUSIC on high resolution EEG and MEG data

A. Chowdhury , Isabelle Merlet , G. Birot , E. Kobayashi , A. Nica et al.
NeuroImage, 2016, 143, pp.175 - 195. ⟨10.1016/j.neuroimage.2016.08.044⟩
Journal articles hal-01381265v1

Efficient Stepsize Selection Strategy for Givens Parametrized ICA Applied to EEG Denoising

Majd Saleh , Ahmad Karfoul , Amar Kachenoura , Isabelle Merlet , Laurent Albera et al.
IEEE Signal Processing Letters, 2017, 24 (6), pp.882--886. ⟨10.1109/LSP.2017.2696359⟩
Journal articles hal-01533426v1

Investigating Transmembrane Current Source Formulation for solving the ECG Inverse Problem

Karim El Houari , Amar Kachenoura , Paul Berraute , Siouar Bensaid , Ahmad Karfoul et al.
10th IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), Jul 2018, Sheffield, United Kingdom. ⟨10.1109/sam.2018.8448575⟩
Conference papers hal-02049235v1

Independent Component Analysis Based on Non-polynomial Approximation of Negentropy Application to MRS Source Separation

M. Saleh , Ahmad Karfoul , A. Kachenoura , Laurent Albera , Lotfi Senhadji et al.
52nd Asilomar Conference on Signals, Systems and Computers, ACSSC 2018, Oct 2018, Pacific Grove, United States. pp.2179-2183, ⟨10.1109/ACSSC.2018.8645115⟩
Conference papers hal-02088220v1
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A novel classification method for prediction of rectal bleeding in prostate cancer radiotherapy based on a semi-nonnegative ICA of 3D planned dose distributions

Julie Coloigner , Aureline Fargeas , Amar Kachenoura , Lu Wang , Gael Dréan et al.
IEEE Journal of Biomedical and Health Informatics, 2015, 9 (3), pp.1168-1177. ⟨10.1109/JBHI.2014.2328315⟩
Journal articles hal-01011843v1
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Medical image registration using Edgeworth-based approximation of Mutual Information

Mathieu Rubeaux , Jean-Claude Nunes , Laurent Albera , Mireille Garreau
Innovation and Research in BioMedical engineering, 2014, 35 (3), pp.139-148
Journal articles hal-00914411v2
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Low cost and efficient kurtosis-based deflationary ICA method: application to MRS sources separation problem.

Majd Saleh , Ahmad Karfoul , Amar Kachenoura , Lotfi Senhadji , Laurent Albera et al.
Conference proceedings : . Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference, Institute of Electrical and Electronics Engineers (IEEE), 2016, Feb 2016, Orlando, United States. pp.3191-3194, ⟨10.1109/EMBC.2016.7591407⟩
Conference papers hal-01476136v1

How Beamforming Can Solve the Brain Source Imaging Problem?

P. Berraute , Laurent Albera , M. Rochette , I. Merlet , A. Kachenoura et al.
21st IEEE Statistical Signal Processing Workshop, SSP 2021, Jul 2021, Rio de Janeiro, Brazil. pp.171-175, ⟨10.1109/SSP49050.2021.9513794⟩
Conference papers hal-03370528v1
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ICA: A Potential Tool for BCI Systems

Amar Kachenoura , Laurent Albera , Lotfi Senhadji , Pierre Comon
IEEE Signal Processing Magazine, 2008, 25 (1), pp.57-68. ⟨10.1109/MSP.2008.4408442⟩
Journal articles inserm-00202706v1
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Blind source separation methods applied to synthesized polysomnographic recordings: a comparative study

Amar Kachenoura , Laurent Albera , Lotfi Senhadji
29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2007. EMBS 2007., Aug 2007, Lyon, France. pp.3868 - 3871, ⟨10.1109/IEMBS.2007.4353177⟩
Conference papers inserm-00186093v1

Higher Order Blind Separation of Non-Zero Mean Cyclostationary Sources

Anne Ferréol , Pascal Chevalier , Laurent Albera
European Signal Processing Conference (EUSIPCO), Sep 2002, Toulouse, France
Conference papers hal-02476495v1

Higher Order Direction Finding with Polarization Diversity: The PD-2q-MUSIC Algorithms

Pascal Chevalier , Anne Férreol , Laurent Albera , Gwenael Birot
EUSIPCO, Sep 2007, Poznan, Poland
Conference papers hal-02470717v1

Joint Eigenvalue Decomposition Using Polar Matrix Factorization.

Xavier Luciani , Laurent Albera
Proceedings of the 9th International Conference Latent Variable Analysis and Signal Separation LVA/ICA 2010, Sep 2010, St. Malo, France. pp.555-562, ⟨10.1007/978-3-642-15995-4_69⟩
Conference papers istex hal-00910872v1
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L'ACI : un outil pour les Interfaces Cerveau-Machine

Amar Kachenoura , Laurent Albera , Lotfi Senhadji , Pierre Comon
21ème Colloque sur le Traitement du Signal et des Images, 2007. GRETSI 2007, Nov 2007, Troyes, France. pp.677-680
Conference papers inserm-00188326v1
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Iterative methods for the canonical decomposition of multi-way arrays: Application to blind underdetermined mixture identification

Ahmad Karfoul , Laurent Albera , Lieven de Lathauwer
Signal Processing, 2011, 91 (8), pp.1789-1802. ⟨10.1016/j.sigpro.2011.02.003⟩
Journal articles hal-00591824v1
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Tensor Decomposition Exploiting Structural Constraints for Brain Source Imaging

Hanna Becker , Ahmad Karfoul , Laurent Albera , Rémi Gribonval , Julien Fleureau et al.
2015 IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, Dec 2015, Cancun, Mexico. pp.181-184, ⟨10.1109/CAMSAP.2015.7383766⟩
Conference papers hal-01245111v1
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Localization of spatially distributed brain sources after a tensor-based preprocessing of interictal epileptic EEG data

Laurent Albera , H Becker , Ahmad Karfoul , Rémi Gribonval , A Kachenoura et al.
2015 37th annual international conference of the IEEE Engineering in Medicine and Biology Society, Aug 2015, Milan, Italy. pp.6995 - 6998
Conference papers hal-01245239v1
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ICAR, a tool for Blind Source Separation using Fourth Order Statistics only

Laurent Albera , Anne Férreol , Pascal Chevalier , Pierre Comon
IEEE Transactions on Signal Processing, 2005, 53 (10), pp.3633-3643. ⟨10.1109/TSP.2005.855089⟩
Journal articles hal-00743890v1
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PHYSALIS (Physics-Driven Cosparse Analysis)

Srđan Kitić , Nancy Bertin , Laurent Albera , Rémi Gribonval
Software hal-02955901v1
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Brain source localization using a physics-driven structured cosparse representation of EEG signals

Laurent Albera , Srđan Kitić , Nancy Bertin , Gilles Puy , Rémi Gribonval et al.
2014 IEEE International Workshop on Machine Learning for Signal Processing, Sep 2014, Reims, France. 6 p., ⟨10.1109/MLSP.2014.6958871⟩
Conference papers hal-01027609v1