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hal-01246030v1  Journal articles
Hanna BeckerLaurent AlberaPierre ComonAmar KachenouraIsabelle Merlet. A Penalized Semialgebraic Deflation ICA Algorithm for the Efficient Extraction of Interictal Epileptic Signals
IEEE Journal of Biomedical and Health Informatics, Institute of Electrical and Electronics Engineers, 2017, 21 (1), pp.94-104. ⟨10.1109/JBHI.2015.2504126⟩
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hal-01359237v1  Journal articles
Hanna BeckerLaurent AlberaPierre ComonRémi GribonvalFabrice Wendling et al.  Localization of Distributed EEG Sources in the Context of Epilepsy: A Simulation Study
Innovation and Research in BioMedical engineering, Elsevier Masson, 2016, 37 (5-6), pp.242-253. ⟨10.1016/j.irbm.2016.04.001⟩
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hal-01496767v2  Book sections
Srđan KitićSiouar BensaidLaurent AlberaNancy BertinRémi Gribonval. Versatile and scalable cosparse methods for physics-driven inverse problems
Holger Boche; Giuseppe Caire; Robert Calderbank; Maximilian März; Gitta Kutyniok; Rudolf Mathar. Compressed Sensing and its Applications -- Second International MATHEON Conference 2015, Birkhaüser Basel, pp.291-332, 2018, Series: Applied and Numerical Harmonic Analysis, 978-3-319-69802-1. ⟨10.1007/978-3-319-69802-1_10⟩
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hal-01245111v1  Conference papers
Hanna BeckerAhmad KarfoulLaurent AlberaRémi GribonvalJulien Fleureau et al.  Tensor Decomposition Exploiting Structural Constraints for Brain Source Imaging
2015 IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, Dec 2015, Cancun, Mexico. pp.181-184, ⟨10.1109/CAMSAP.2015.7383766⟩
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hal-01190559v1  Journal articles
Hanna BeckerLaurent AlberaPierre ComonRémi GribonvalFabrice Wendling et al.  Brain source imaging: from sparse to tensor models
IEEE Signal Processing Magazine, Institute of Electrical and Electronics Engineers, 2015, 32 (6), pp.100-112. ⟨10.1109/MSP.2015.2413711⟩
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hal-00921783v1  Conference papers
Sepideh HajipourLaurent AlberaMohammad ShamsollahiIsabelle Merlet. Canonical polyadic decomposition of complex-valued multi-way arrays based on simultaneous Schur decomposition
2013 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2013, Vancouver, Canada. pp.4178-4182
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hal-01012136v2  Conference papers
Lu WangAmar KachenouraLaurent AlberaAhmad KarfoulHua Zhong Shu et al.  Nonnegative Compression for Semi-Nonnegative Independent Component Analysis
The eighth IEEE Sensor Array and Multi-Channel Signal Processing Workshop, Jun 2014, A Coruna, Spain. 4 p
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hal-01245250v1  Journal articles
Sepideh HajipourLaurent AlberaMohammad BagherIsabelle Merlet. An efficient Jacobi-like deflationary ICA algorithm: application to EEG denoising
IEEE Signal Processing Letters, Institute of Electrical and Electronics Engineers, 2015, 22 (8), pp.1198-1202. ⟨10.1109/lsp.2014.2385868⟩
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hal-01027609v1  Conference papers
Laurent AlberaSrđan KitićNancy BertinGilles PuyRémi Gribonval. Brain source localization using a physics-driven structured cosparse representation of EEG signals
2014 IEEE International Workshop on Machine Learning for Signal Processing, Sep 2014, Reims, France. 6 p., ⟨10.1109/MLSP.2014.6958871⟩
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hal-00949746v1  Journal articles
Xavier LucianiLaurent Albera. Canonical Polyadic Decomposition based on joint eigenvalue decomposition
Chemometrics and Intelligent Laboratory Systems, Elsevier, 2014, 132, pp. 152-167
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hal-01133087v3  Journal articles
Srđan KitićLaurent AlberaNancy BertinRémi Gribonval. Physics-driven inverse problems made tractable with cosparse regularization
IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2016, 64 (2), pp.335-348. ⟨10.1109/TSP.2015.2480045⟩
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inserm-00841128v1  Journal articles
Lu WangLaurent AlberaAmar KachenouraHuazhong ShuLotfi Senhadji. Nonnegative Joint Diagonalization by Congruence Based on LU Matrix Factorization
IEEE Signal Processing Letters, Institute of Electrical and Electronics Engineers, 2013, 20 (8), pp.807 - 810. ⟨10.1109/LSP.2013.2267797⟩
hal-01479797v1  Journal articles
Xavier LucianiLaurent Albera. Joint Eigenvalue Decomposition of Non-Defective Matrices Based on the LU Factorization With Application to ICA
IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2015, 63 (17), pp.4594-4608. ⟨10.1109/TSP.2015.2440219⟩
hal-01488379v1  Conference papers
Xavier LucianiLaurent Albera. JEVD and CPD : algorithms and application to ICA and fluorescence spectroscopy
TRICAP 2015 - ThRee-way methods In Chemistry And Psychology 7th edition, May 2015, Pecol - Val di Zoldo (Belluno), Italie
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hal-01015798v1  Conference papers
Ahmad KarfoulAmar KachenouraLaurent AlberaDoha SafieddineAnca Pasnicu et al.  Muscle artifact removal in ictal scalp-EEG based on blind source separation
6th European Conference of the International Federation for Medical and Biological Engineering, Sep 2014, Dubrovnik, Croatia. 4 p
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hal-00921807v1  Conference papers
Lu WangLaurent AlberaHuazhong ShuLotfi Senhadji. Jacobi-like nonnegative joint diagonalization by congruence
XXI European Signal Processing Conference (EUSIPCO'13), Sep 2013, Marrakech, Morocco. 5 p
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hal-01012083v3  Conference papers
Hanna BeckerLaurent AlberaPierre ComonRémi GribonvalIsabelle Merlet. Fast, variation-based methods for the analysis of extended brain sources
EUSIPCO 2014 - 22th European Signal Processing Conference, Sep 2014, Lisbonne, Portugal. 5 p
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hal-01246033v1  Journal articles
Sepideh HajipourMohammad BagherLaurent AlberaIsabelle Merlet. Denoising of ictal EEG data using semi-blind source separation methods based on time-frequency priors
IEEE Journal of Biomedical and Health Informatics, Institute of Electrical and Electronics Engineers, 2015, 19 (3), pp.839-847. ⟨10.1109/JBHI.2014.2336797⟩
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hal-00990273v2  Conference papers
Hanna BeckerLaurent AlberaPierre ComonRémi GribonvalFabrice Wendling et al.  A Performance Study of various Brain Source Imaging Approaches
ICASSP 2014 - IEEE International Conference on Acoustics, Speech and Signal Processing, May 2014, Florence, Italy. pp.5910-5914, ⟨10.1109/ICASSP.2014.6854729⟩
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hal-00914411v2  Journal articles
Mathieu RubeauxJean-Claude NunesLaurent AlberaMireille Garreau. Medical image registration using Edgeworth-based approximation of Mutual Information
Innovation and Research in BioMedical engineering, Elsevier Masson, 2014, 35 (3), pp.139-148
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hal-01012125v1  Conference papers
Lu WangLaurent AlberaAmar KachenouraHuazhong ShuLotfi Senhadji. CP decomposition of semi-nonnegative semisymmetric tensors based on QR matrix factorization
The eighth IEEE Sensor Array and Multi-Channel Signal Processing Workshop, Jun 2014, A Coruna, Spain. 4 p
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hal-01245239v1  Conference papers
Laurent AlberaH BeckerAhmad KarfoulRémi GribonvalA Kachenoura et al.  Localization of spatially distributed brain sources after a tensor-based preprocessing of interictal epileptic EEG data
2015 37th annual international conference of the IEEE Engineering in Medicine and Biology Society, Aug 2015, Milan, Italy. pp.6995 - 6998
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hal-01245119v1  Conference papers
Lu WangLaurent AlberaLotfi SenhadjiJean-Christophe Pesquet. An Alternating Direction Method of Multipliers for Constrained Joint Diagonalization by Congruence (Invited Paper)
2015 IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, Dec 2015, Cancun, Mexico. pp.197-200, ⟨10.1109/CAMSAP.2015.7383770⟩