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Thesis report
Blind Identification of Potentially Underdetermined Mixtures, University of Science of Nice Sophia-Antipolis, December 2003. pdf version

International book chapters

[1] P. CHEVALIER, A. FERREOL and L. ALBERA, "High resolution DOA estimation with higher order statistics," in Classical and modern direction-of-arrival estimation, edited by E. TUNCER and B. FRIEDLANDER, Academic Press, 456 pages, July 2009.
[2] L. ALBERA, P. COMON, L. PARRA, A. KARFOUL, A. KACHENOURA and L. SENHADJI, "Comparative performance study of independent component analysis methods on biomedical signals," in Handbook of blind source separation, edited by P. COMON and C. JUTTEN, Academic Press, 856 pages, February 2010.
[3] S. KITIC, S. BENSAID, L. ALBERA, N. BERTIN and R. GRIBONVAL, "Versatile and scalable cosparse methods for physics-driven inverse problems," in Compressed Sensing and its Applications - Applied and Numerical Harmonic Analysis, edited by H. BOCHE, R. CALDERBANK, M. MARZ, G. KUTYNIOK and R. MATHAR, Birkhauser Cham, 2018.

International journal papers
[1] A. FERREOL, P. CHEVALIER, and L. ALBERA, "Second order blind separation of first and second order cyclostationary sources - Application to AM, FSK and CPFSK sources," in IEEE Transactions On Signal Processing, vol. 52, n°4, pp. 845-861, April 2004. pdf version
[2] L. ALBERA, A. FERREOL, P. COMON and P. CHEVALIER, "Blind identification of Overcomplete MixturEs of sources (BIOME)," in Elsevier Linear Algebra and its Applications, vol. 391C, pp. 3-30, November 2004. pdf version
[3] P. CHEVALIER, L. ALBERA, A. FERREOL and P. COMON, "On the virtual array concept for higher order array processing", in IEEE Transactions On Signal Processing, vol. 53, n°4, pp. 1254-1271, April 2005. pdf version
[4] A. FERREOL, L. ALBERA and P. CHEVALIER, "Fourth Order Blind Identification of Underdetermined Mixtures of sources (FOBIUM)", in IEEE Transactions On Signal Processing, vol. 53, n°5, pp. 1640-1653, May 2005. pdf version
[5] L. ALBERA, A. FERREOL, P. CHEVALIER and P. COMON, "ICAR, a tool for blind source separation using fourth order statistics only", in IEEE Transactions On Signal Processing, vol. 53, n°10, part 1, pp. 3633-3643, October 2005. pdf version
[6] A. FERREOL, P. CHEVALIER and L. ALBERA, "High resolution direction finding from higher order statistics: the 2q-MUSIC algorithm," in IEEE Transactions On Signal Processing, vol. 54, n°8, pp. 2986-2997, August 2006.
[7] P. CHEVALIER, A. FERREOL, L. ALBERA and G. BIROT, "Higher order direction finding from arrays with polarization diversity: the PD-2q-MUSIC algorithm," in IEEE Transactions On Signal Processing, vol. 55, no. 11, pp. 5337-5350, November 2007.
[8] A. KACHENOURA, L. ALBERA, L. SENHADJI and P. COMON, "ICA: a potential tool for BCI systems," in IEEE Signal Processing Magazine, vol. 25, n°1, pp. 57-68, January 2008. pdf version
[9] L. ALBERA, A. FERREOL, D. COSANDIER-RIMELE, I. MERLET and F. WENDLING, "Brain source localization using a fourth order deflation scheme," in IEEE Transactions On Biomedical Engineering, vol. 55, no. 2, pp. 490-501, February 2008. pdf version
[10] A. KACHENOURA, L. ALBERA, J-J BELLANGER and L. SENHADJI, "Non-minimum phase identification based on higher order spectrum slices," in IEEE Transactions On Signal Processing, vol. 56, no. 5, pp. 1821-1829, May 2008. pdf version
[11] A. KARFOUL, L. ALBERA and G. BIROT , "Blind underdetermined mixture identification by joint canonical decomposition of HO cumulants," in IEEE Transactions On Signal Processing, vol. 58, no. 2, pp. 638-649, February 2010. pdf version
[12] G. BIROT, L. ALBERA and P. CHEVALIER, "Sequential High Resolution Direction Finding from Higher Order Statistics," in IEEE Transactions On Signal Processing, vol. 58, no. 8, pp. 4144-4155, August 2010. pdf version
[13] J. FLEUREAU, J.-C. NUNES, A. KACHENOURA, L. ALBERA and L. SENAHDJI, "Turning Tangent Empirical Mode Decomposition: a unified framework for mono- and multivariate signals," in IEEE Transactions On Signal Processing, vol. 59, no. 3, pp. 1309-1316, March 2011. pdf version
[14] G. BIROT, L. ALBERA, F. WENDLING and I. MERLET, "Localisation of extended brain sources from EEG/MEG: the ExSo-MUSIC approach," in Elsevier Neuroimage, vol. 56, no. 1, pp. 102-113, May 2011. pdf version
[15] A. KARFOUL, L. ALBERA and L. DE LATHAUWER, "Iterative methods for the canonical decomposition of multi-way arrays: application to blind underdetermined mixture identification," in Elsevier Signal Processing, vol. 91, no. 8, pp. 1789-1802, August 2011. pdf version
[16] J. FLEUREAU, A. KACHENOURA, L. ALBERA, J.-C. NUNES and L. SENAHDJI, "Multivariate empirical mode decomposition and application to multichannel filtering," in Elsevier Signal Processing, vol. 91, no. 12, pp. 2783-2792, December 2011. pdf version
[17] H. BECKER, P. COMON, L. ALBERA, M. HAARDT and I. MERLET, "Multi-way Space-Time-Wave-Vector analysis for EEG source separation," in Elsevier Signal Processing, vol. 92, no. 4, pp. 1021-1031, April 2012. pdf version
[18] L. ALBERA, A. KACHENOURA, P. COMON, A. KARFOUL, F. WENDLING, L. SENHADJI and I. MERLET, "ICA-based EEG denoising: a comparative analysis of fifteen methods," in Special Issue of the Bulletin of the Polish Academy of Sciences - Technical sciences, vol. 60, no. 3, pp. 407-418, 2012. pdf version
[19] D. SAFIEDDINE, A. KACHENOURA, L. ALBERA, G. BIROT, A. KARFOUL, A. PASNICU, A. BIRABEN, F. WENDLING, L. SENHADJI and I. MERLET, "Removal of muscle artifact from EEG data: comparison between stochastic (ICA and CCA) and deterministic (EMD and Wavelet-based) approaches," in EURASIP Journal on Advances in Signal Processing, article ID 2012:127, 15 pages, 2012. pdf version
[20] G. BIROT, A. KACHENOURA, L. ALBERA, C. BENAR and F. WENDLING, "Automatic detection of fast ripples," in Elsevier Journal of Neuroscience Methods, vol. 213, no. 2, pp. 236-249, March 2013. pdf version
[21] L. WANG, L. ALBERA, A. KACHENOURA, H. Z. SHU and L. SENHADJI, "Nonnegative joint diagonalization by congruence based on LU matrix factorization," in IEEE Signal Processing Letters, vol. 20, no. 8, pp. 807-810, August 2013. pdf version
[22] A. FARGEAS, A. KACHENOURA, O. ACOSTA, L. ALBERA, G. DREAN and R. DE CREVOISIER, " Feature extraction and classification for rectal bleeding in prostate cancer radiotherapy: A PCA based method," in Elsevier IRBM, vol. 34, no. 4-5, pp. 296-299, November 2013.
[23] X. LUCIANI and L. ALBERA, "Canonical Polyadic Decomposition based on joint eigenvalue decomposition," in Elsevier Chemometrics and Intelligent Laboratory Systems, vol. 132, pp. 152–167, March 2014. pdf version
[24] M. RUBEAUX, J-C NUNES, L. ALBERA and M. GARREAU, "Medical image registration using Edgeworth-based approximation of Mutual Information," in Elsevier IRBM, vol. 35, no. 3, pp. 139–148, June 2014. pdf version
[25] J. COLOIGNER, A. KARFOUL, L. ALBERA and P. COMON, "Line search and trust region strategies for canonical decomposition of semi-nonnegative semi-symmetric 3rd order tensors," in Elsevier Linear Algebra and its Applications, vol. 450, pp. 334–374, June 2014. pdf version
[26] J. H. BECKER, L. ALBERA, P. COMON, M. HAARDT, G. BIROT, F. WENDLING, M. GAVARET, C. BENAR and I. MERLET, "EEG extended source localization: tensor-based vs. conventional methods," in Elsevier NeuroImage, vol. 96, pp. 143–157, August 2014. pdf version (supplementary material)
[27] J. COLOIGNER, L. ALBERA, A. KACHENOURA, F. NOURY and L. SENHADJI, "Semi-nonnegative joint diagonalization by congruence and semi-nonnegative ICA," vol. 105, pp. 185–197, December 2014. pdf version
[28] L. WANG, L. ALBERA, A. KACHENOURA, H. Z. SHU and L. SENHADJI, "Canonical polyadic decomposition of 3rd order semi-nonnegative semi-symmetric tensors using LU and QR matrix factorizations," in EURASIP Journal on Advances in Signal Processing, article ID 2014:150, 23 pages, December 2014. pdf version
[29] A. FARGEAS, L. ALBERA, A. KACHENOURA, G. DREAN, J.-D. OSPINA, J. COLOIGNER, C. LAFOND, J.-B. DELOBEL, R. DE CREVOISIER and O. ACOSTA, "On feature extraction and classiffication in prostate cancer radiotherapy using tensor decompositions," in Elsevier Medical Engineering & Physics, vol. 37, no. 1, pp. 126–131, January 2015.
[30] J. COLOIGNER, A. FARGEAS, A. KACHENOURA, L. WANG, G. DREAN, C. LAFOND, L. SENHADJI, R. DE CREVOISIER, O. ACOSTA and L. ALBERA, "A novel classification method for prediction of rectal bleeding in prostate cancer radiotherapy based on a semi-nonnegative ICA of 3D planned dose distributions," in IEEE Journal of Biomedical and Health Informatics, vol. 19, no. 3, pp. 1168-1177, May 2015. pdf version
[31] S. HAJIPOUR SARDOUIE, M. B. SHAMSOLLAHI, L. ALBERA and I. MERLET, "Denoising of ictal EEG data using semi-blind source separation methods based on time-frequency priors," in IEEE Journal of Biomedical and Health Informatics, vol. 19, no. 3, pp. 839-847, May 2015. pdf version
[32] S. HAJIPOUR SARDOUIE, M. B. SHAMSOLLAHI, L. ALBERA and I. MERLET, "Interictal EEG noise cancellation: GEVD and DSS based approaches versus ICA and DCCA based methods," in Elsevier IRBM, vol. 36, no. 1, pp. 20-32, February 2015.
[33] S. HAJIPOUR SARDOUIE, L. ALBERA, M. B. SHAMSOLLAHI and I. MERLET, "An efficient Jacobi-like deflationary ICA algorithm: application to EEG denoising," IEEE Signal Processing Letters, vol. 22, no. 8, pp. 1198-1202, August 2015. pdf version
[34] X. LUCIANI and L. ALBERA, "Joint eigenvalue decomposition of non-defective matrices based on the LU factorization with application to ICA," in IEEE Transactions on Signal Processing, vol. 63, no. 17, pp. 4594-4608, September 2015.
[35] H. BECKER, L. ALBERA, P. COMON, R. GRIBONVAL, F. WENDLING and I. MERLET, "Brain source imaging: from sparse to tensor models," in IEEE Signal Processing Magazine, vol. 32, no. 6, pp. 100-112, November 2015. pdf version
[36] L. H. LIU, A. KACHENOURA, A. FARGEAS, G. DREAN, R. DE CREVOISIER, O. ACOSTA and L. ALBERA, "Discriminant nonnegative matrix factorization for classification of rectal bleeding in prostate cancer radiotherapy," in Elsevier IRBM, vol. 36, no. 6, pp. 355-360, November 2015.
[37] S. KITIC, L. ALBERA, N. BERTIN and R. GRIBONVAL, "Physics-driven inverse problems made tractable with cosparse regularization," in IEEE Transactions on Signal Processing, vol. 64, no. 2, pp. 335-348, January 2016. pdf version
[38] R. A CHOWDHURY, I. MERLET, G. BIROT, E. KOBAYASHI, A. NICA, A. BIRABEN, F. WENDLING, J. M. LINA, L. ALBERA and C. GROVA, "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," in Elsevier NeuroImage, vol. 143, pp. 175-195, August 2016.
[39] H. BECKER, L. ALBERA, P. COMON, A. KACHENOURA, I. MERLET, "A Penalized Semi-algebraic Deflation ICA Algorithm for the Efficient Extraction of Interictal Epileptic Signals," in IEEE Journal of Biomedical and Health Informatics, vol. 21, no. 1, pp. 94-104, January 2017.
[40] M. SALEH, A. KARFOUK, A. KACHENOURA, I. MERLET and L. ALBERA, "Efficient Stepsize Selection Strategy for Givens Parametrized ICA Applied to EEG Denoising," in IEEE Signal Processing Letters, vol. 24, no. 6, pp. 882-886, June 2017.
[41] H. BECKER, L. ALBERA, P. COMON, J.-C. NUNES, R. GRIBONVAL, J. FLEUREAU, P. GUILLOTEL and I. MERLET, "SISSY: An efficient and automatic algorithm for the analysis of EEG sources based on structured sparsity," in Elsevier NeuroImage, vol. 157, pp. 157-172, August 2017.
[42] H. BECKER, J. FLEUREAU, P. GUILLOTEL, F. WENDLING, I. MERLET and L. ALBERA, "Emotion recognition based on high-resolution EEG recordings and reconstructed brain sources," in IEEE Transactions on Affective Computing, October 2017.
[43] A. FARGEAS, O. ACOSTA, J. D. OSPINA, A. FERHAT, G. DREAN, N. COSTET, L. ALBERA, D. AZRIA, P. FENOGLIETTO, G. CREHANGE, M. HATT, A. KACHENOURA and R. DE CREVOISIER, "Independent component analysis for rectal bleeding prediction after prostate cancer radiotherapy," in Radiotherapy and Oncology, vol.126, no. 2, pp. 263-269, February 2018.
[44] R. ANDRE, X. LUCIANI, L. ALBERA and E. MOREAU, "A two-step algorithm for joint EigenValue decomposition - Application to canonical polyadic decomposition of fluorescence spectra", in Chemometrics and Intelligent Laboratory Systems, vol. 206, November 2020.
[45] A. BOUDEHANE, L. ALBERA, A. TENENHAUS, L. LE BRUSQUET and R. BOYER, "Parallelization scheme for canonical polyadic decomposition of large-scale high-order tensors," in Signal Processing, vol. 199, May 2022.
[46] Z. YU, L. ALBERA, R. LE BOUQUIN JEANNES, A. KACHENOURA, A. KARFOUL, C. YANG and H. SHU, "Epileptic seizure prediction using deep neural networks via transfer learning and multi-feature fusion," in International journal of neural systems, vol. 32, no. 7, 2022.

National journal papers
[1] A. KACHENOURA, L. ALBERA and L. SENHADJI, "Séparation aveugle de sources en ingénierie biomédicale," in ITBM-RBM, vol. 28, no. 1, pp. 20-34, Mars 2007. pdf version
[2] L. SENHADJI, A. KACHENOURA, L. ALBERA and P. COMON, "Sur l’'exploitation des approches d’'analyse en composantes indépendantes dans les interfaces cerveau machine," in ITBM-RBM, vol. 30, no. 5-6, pp. 211-217, November-December 2009.
[3] D. SAFIEDDINE, A. KACHENOURA, L. ALBERA, G. BIROT, F. WENDLING, L. SENHADJI and I. MERLET, "ICA versus CCA pour le débruitage de signaux épileptiques intercritiques : une étude comparative de performances basée sur la localisation de la zone épileptogène," in ITBM-RBM, vol. 32, no. 5, pp. 298-301, November 2011.

Patents

[1] A. FERREOL, P. CHEVALIER and L. ALBERA, "Procédé de traitement d'antennes sur des signaux cyclostationnaires potentiellement non centrés", no. 02.05575, 62801 (THALES Communications), May 03 2002. pdf version
[2] L. ALBERA, A. FERREOL, P. CHEVALIER and Pierre COMON, "Procédé d'identification aveugle de mélanges de sources aux ordres supérieurs", no. 03.04041, 63019 (THALES Communications), April 01 2003. pdf version
[3] A. FERREOL, L. ALBERA and P. CHEVALIER, "Procédé et dispositif d'identification autodidacte d'un mélange sous-déterminé de sources au 4ème ordre", no. 03.04043, 63021 (THALES Communications), April 01 2003. pdf version
[4] A. FERREOL, L. ALBERA and J. CASTAING, "Procédé de démodulation aveugle aux ordres supérieurs d'un émetteur de forme d'onde linéaire", submitted with no. 03.13125, 63225 (THALES Communications), November 07 2003, and accepted for publication with no FR 2 862 173, May 13 2005. pdf version
[5] L. ALBERA, D. COSANDIER-RIMELE, I. MERLET and F. WENDLING, "Procédé et dispositif d'identification de paramètres multidimensionnels : application à la localisation et la reconstruction d'activités électriques de profondeur au moyen d'observations de surface", no. 05.11668, DV326 (SAIC), November 17 2005.

International conference papers
[1] P. CHEVALIER, A. FERREOL, and L. ALBERA, "On the behavior of current second order blind source separation methods for first and second order cyclostationary sources - Application to CPFSK sources," in ICASSP 02, 2002 IEEE International Conference on Acoustics Speech and Signal Processing, Orlando, US, May 13-17 2002, vol. 3, pp. 3081-3084. pdf version
[2] A. FERREOL, P. CHEVALIER, and L. ALBERA, "Higher order blind separation of non zero-mean cyclostationary sources," in EUSIPCO 02, XI European Signal Processing Conference, Toulouse, France, September 3-6 2002, pp. 103-106. pdf version
[3] L. ALBERA and P. COMON, "Asymptotic performance of contrast-based blind source separation algorithms," in SAM 02, Second IEEE Sensor Array and Multichannel Signal Processing Workshop, Rosslyn, US, August 4-6 2002, pp. 244-248. pdf version
[4] L. ALBERA, A. FERREOL, P. COMON, and P. CHEVALIER, "Sixth order blind identification of underdetermined mixtures (BIRTH) of sources," in ICA 03, Fourth International Symposium on Independent Component Analysis and Blind Signal Separation, Nara, Japan, April 1-4 2003. pdf version
[5] A. FERREOL, L. ALBERA, and P. CHEVALIER, "Fourth order blind identification of underdetermined mixtures of sources (FOBIUM)," in ICASSP 03, 2003 IEEE International Conference on Acoustics Speech and Signal Processing, Hong Kong, China, April 6-10 2003, vol. 5, pp. 41-44. pdf version
[6] L. ALBERA, A. FERREOL, P. CHEVALIER and P. COMON, "ICAR: Independent Component Analysis using Redundancies," in ISCAS 04, 2004 IEEE International Symposium on Circuits and Systems, Vancouver, Canada, May 23-26 2004, vol. 5, pp. 672-675. pdf version
[7] L. ALBERA, P. COMON, P. CHEVALIER and A. FERREOL, "Blind identification of underdetermined mixtures based on the hexacovariance," in ICASSP 04, 2004 IEEE International Conference on Acoustics Speech and Signal Processing, Montreal, Quebec, May 17-21 2004, vol. 2, pp. 29-32. pdf version
[8] P. CHEVALIER, L. ALBERA, P. COMON and A. FERREOL, "Comparative performance analysis of eight blind source separation methods on radiocommunications signals," in IJCNN 04, 2004 IEEE International Joint Conference on Neural Networks, Budapest, Hungary, July 25-29 2004, vol. 1. pdf version
[9] A. KACHENOURA, L. ALBERA and L. SENHADJI, "The PEP approach: a new family of methods solving the phase estimation problem," in ICASSP 06, 2006 IEEE International Conference on Acoustics Speech and Signal Processing, Toulouse, France, May 14-19 2006, vol. 3, pp. 628-631.
[10] L. ALBERA, A. FERREOL, D. COSANDIER-RIMELE, I. MERLET and F. WENDLING, "Fourth Order Approaches for Localization of Brain Current Sources," in EMBC 06, 28th IEEE Annual International Conference of the Engineering in Medicine and Biology Society, New York City, New York, USA, August 30 - September 3 2006, pp. 4498-4501. pdf version
[11] G. BIROT, L. ALBERA, A. FERREOL and P. CHEVALIER, "DOA estimation based on an even order deflation scheme," in DSP 07, 2007 IEEE International Conference on Digital Signal Processing, Cardiff, Wales, UK, July 1-4 2007.
[12] A. KACHENOURA, L. ALBERA and L. SENHADJI, "Blind source separation methods applied to synthesized polysomnographic recordings: a comparative study," in EMBC 07, 29th IEEE Annual International Conference of the Engineering in Medicine and Biology Society, Lyon, France, August 23-26 2007, pp. 3868-3871.pdf version
[13] A. KARFOUL, L. ALBERA and G. BIROT, "Joint canonical decomposition of sixth order cumulants: application to blind underdetermined mixture identification," in MLSP 07, 2007 IEEE International Workshop on Machine Learning for Signal Processing, Thessaloniki, Greece, August 27-29 2007.
[14] P. CHEVALIER, A. FERREOL, L. ALBERA and G. BIROT, "Higher Order Direction Finding with Polarization Diversity: the PD-2Q-Music Algorithms," in EUSIPCO 07, XV European Signal Processing Conference, Poznan, Poland, September 3-7 2007.
[15] A. KARFOUL, L. ALBERA and L. DE LATHAUWER, "Canonical decomposition of even higher order cumulant arrays for blind underdetermined mixture identification," in SAM 08, the fifth IEEE Workshop on Sensor Array and Multi-Channel Signal Processing, Darmstadt, Germany, July 21-23 2008, pp. 501-505. pdf version
[16] L. ALBERA and A. KARFOUL, "A fast INDSCAL analysis for blind underdetermined mixture identification from several even higher order cumulants," in DSP/SPE 09, the thirteenth IEEE Digital Signal Processing Workshop and the fifth IEEE Signal Processing Education Workshop, Marco Island, USA, January 4-7 2009, pp. 393-398.
[17] A. KARFOUL, L. ALBERA and P. COMON, "Canonical decomposition of even order Hermitian positive semi-definite arrays," in EUSIPCO 09, XVII European Signal Processing Conference, Glasgow, Scotland, August 24-28 2009, pp. 515-519. pdf version
[18] G. BIROT, L. ALBERA, D. COSANDIER-RIMELE, F. WENDLING and I. MERLET, "Localization of extended intracerebral current sources: Application to epilepsy," in MLSP 09, 2009 IEEE International Workshop on Machine Learning for Signal Processing, Grenoble, France, September 1-4 2009, pp. 1-6.
[19] L. ALBERA, A. KACHENOURA, A. KARFOUL, P. COMON and L. SENHADJI, "One Decade of Biomedical Problems Using ICA: A Full Comparative Study," in WC 09, IFMBE Proceedings of the World Congress on Medical Physics and Biomedical Engineering, Munich, Germany, September 7-12 2009, vol. 25/IV, pp. 2269-2272. pdf version
[20] M. RUBEAUX, J.-C. NUNES, L. ALBERA and M. GARREAU, "Dense Motion Estimation of the Heart Based on Cumulants," in CinC 09, Proceedings of IEEE Computers in Cardiology, Park City, Utah, USA, September 13-16 2009, pp. 609-612. pdf version
[21] J. FLEUREAU, A. KACHENOURA, J.-C. NUNES, L. ALBERA and L. SENHADJI, "3A-EMD: a generalized approach for monovariate and multivariate EMD," in ISSPA 10, 10th International Conference on Information Sciences, Signal Processing and their Applications, Kuala Lumpur, Malaysia, May 10-13 2010, pp. 300-303.
[22] M. RUBEAUX, J.-C. NUNES, L. ALBERA and M. GARREAU, "Edgeworth-based approximation of Mutual Information for medical image registration," in IPTA 10, International Conference on Image Processing Theory, Tools and Applications, Paris, France, July 7-10 2010, pp. 195-200.
[23] H. BECKER, P. COMON, L. ALBERA, M. HAARDT and I. MERLET, "Multiway Space-Time-Wave-Vector Analysis for Source Localization and Extraction," in EUSIPCO 10, XVIII European Signal Processing Conference, Aalborg, Denmark, August 23-27 2010, pp. 1349-1353. pdf version
[24] L. ALBERA, A. KACHENOURA, F. WENDLING, L. SENHADJI and I. MERLET, "On joint diagonalization of cumulant matrices for independent component analysis of MRS and EEG signals," in EMBC 10, 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Buenos Aires, Argentina, August 31 - September 4 2010, pp. 1902-1905. pdf version
[25] X. LUCIANI and L. ALBERA, "Joint Eigenvalue Decomposition using Polar Matrix Factorization," in LVA/ICA 10, ninth international conference on latent variable analysis and signal separation, Saint Malo, France, September 27-30 2010, vol. 6365, pp. 555-562.
[26] J. COLOIGNER, L. ALBERA, A. KARFOUL, A. KACHENOURA, P. COMON and L. SENHADJI, "Semi-nonnegative independent component analysis," in LVA/ICA 10, ninth international conference on latent variable analysis and signal separation, Saint Malo, France, September 27-30 2010, vol. 6365, pp. 612-619.
[27] X. LUCIANI and L. ALBERA, "Semi-algebraic canonical decomposition of multi-way arrays and joint eigenvalue decomposition,"in ICASSP 11, 2011 IEEE International Conference on Acoustics Speech and Signal Processing, Prague, Czech Republic, May 22-27 2011, pp. 4104-4107. pdf version
[28] J. COLOIGNER, L. ALBERA, A. KACHENOURA and L. SENHADJI, "Canonical decomposition of semi-symmetric semi-nonnegative three-way arrays," in ASILOMAR 11, 2011 IEEE Forty-Fifth Asilomar Conference on Signals, Systems and Computers, Asilomar, US, November 6-9 2011, pp. 444-448.
[29] S. HAJIPOUR, M. B. SHAMSOLLAHI, L. ALBERA and I. MERLET, "Noise cancelation of epileptic interictal EEG data based on generalized eigenValue decomposition," in TSP 12, 2012 IEEE Thirty-Fifth International Conference on Telecommunications and Signal Processing, Prague, Czech Republic, July 3-4 2012, pp. 591-595.
[30] H. BECKER, P. COMON and L. ALBERA, "Tensor-based preprocessing of combined EEG/MEG data," in EUSIPCO 12, XX European Signal Processing Conference, Aalborg, Denmark, August 27-31 2012, pp. 275-279. pdf version
[31] M. GHASEMI-FARD, L. ALBERA, A. KACHENOURA, P. COMON, K. ANSARI, A. KARFOUL, F. WENDLING, L. SENHADJI and I. MERLET, "Comparison of cumulant-based ICA methods in biomedical engineering," in BIOMEIC 12, Biomedical Engineering International Conference, Tlemcen, Algeria, October 10-11 2012.
[32] M. GHASEMI-FARD, K. ANSARI-ASL, L. ALBERA, A. KACHENOURA and L. SENHADJI, "A low cost and reliable Polak-Ribiere conjugate gradient deflation ICA algorithm for real signals," in ICEE 13, 21st Iranian Conference on Electrical Engineering, Mashhad, Iran, May 14-16 2013, pp. 1-5.
[33] S. HAJIPOUR, L. ALBERA, M. B. SHAMSOLLAHI and I. MERLET, "Canonical polyadic decomposition of complex-valued multi-ways arrays based on simultaneous Schur decomposition," in ICASSP 13, 2013 IEEE International Conference on Acoustics Speech and Signal Processing, Vancouver, Canada, May 26-31 2013, pp. 4178-4182. pdf version
[34] L. WANG, L. ALBERA, H. Z. SHU and L. SENHADJI, "Jacobi-like nonnegative joint diagonalization by congruence," in EUSIPCO 13, XXI European Signal Processing Conference, Marrakech, Maroc, September 9-13 2013. pdf version
[35] A. KACHENOURA, G. BIROT, L. ALBERA, L. SENHADJI and F. WENDLING, "Detection and classification of fast ripples using wavelets," in ICABME 13, Second IEEE International Conference on Advances in Biomedical Engineering, Tripoli, Lebanon, September 11-13 2013, pp. 81-84.
[36] H. BECKER, L. ALBERA, P. COMON, R. GRIBONVAL, F. WENDLING and I. MERLET, "A performance study of various brain source imaging approaches," in ICASSP 14, 2014 IEEE International Conference on Acoustics Speech and Signal Processing, Florence, Italy, May 4-9 2014. pdf version
[37] L. WANG, L. ALBERA, A. KACHENOURA, H. Z. SHU and L. SENHADJI, "CP decomposition of semi-nonnegative semisymmetric tensors based on QR matrix factorization," in SAM 14, the eighth IEEE Sensor Array and Multi-Channel Signal Processing Workshop, A Coruna, Spain, June 22-25 2014. pdf version
[38] L. WANG, A. KACHENOURA, L. ALBERA, A. KARFOUL, H. Z. SHU and L. SENHADJI, "Nonnegative Compression for Semi-Nonnegative Independent Component Analysis," in SAM 14, the eighth IEEE Sensor Array and Multi-Channel Signal Processing Workshop, A Coruna, Spain, June 22-25 2014. pdf version
[39] H. BECKER, L. ALBERA, P. COMON, R. GRIBONVAL and I. MERLET, "Fast, variation-based methods for the analysis of extended brain sources," in EUSIPCO 14, XXII European Signal Processing Conference, Lisbon, Portugal, September 1-5 2014. pdf version
[40] A. KARFOUL, A. KACHENOURA, L. ALBERA, D. SAFIEDDINE, A. PANISCU, F. WENDLING, L. SENHADJI and I. MERLET, "Muscle artifact removal in ictal scalp-EEG based on blind source separation," in MBEC 14, 6th European Conference of the International Federation for Medical and Biological Engineering, Dubrovnik, Croatia, September 7-11 2014. pdf version
[41] L. ALBERA, S. KITIC, N. BERTIN, G. PUY and R. GRIBONVAL, "Brain source localization using a physics-driven structured cosparse representation of EEG signals," in MLSP 14, 2014 IEEE Machine Learning for Signal Processing Workshop, Reims, France, September 21-24 2014. pdf version
[42] L. ALBERA, H. BECKER, A. KARFOUL, R. GRIBONVAL, A. KACHENOURA, S. BENSAID, L. SENHADJI, A. HERNANDEZ and I. MERLET, "Localization of spatially distributed brain sources after a tensor-based preprocessing of interictal epileptic EEG data," in EMBC 15, 2015 37th annual international conference of the IEEE Engineering in Medicine and Biology Society, Milan, Italy, August 25-29 2015 (invited paper). pdf version http://www.hal.inserm.fr/inserm-00202706/KachASC07-SPM.pdf
[43] A. FARGEAS, J. D. OSPINA, A. KACHENOURA, N. COSTET, L. ALBERA, C. LAFOND, O. ACOSTA and R. DE CREVOISIER, "A new parameter computed with independent component analysis to predict rectal toxicity following prostate cancer radiotherapy," in EMBC 15, 2015 37th annual international conference of the IEEE Engineering in Medicine and Biology Society, Milan, Italy, August 25-29 2015.
[44] T. NASRIN, A. KACHENOURA, K. ANSARI-ASL, A. KARFOUL, L. SENHADJI, L. ALBERA and I. MERLET, "Feasibility of Blind Source Separation Methods for the Denoising of Dense-Array EEG," in EMBC 15, 2015 37th annual international conference of the IEEE Engineering in Medicine and Biology Society, Milan, Italy, August 25-29 2015.
[45] H. BECKER, A. KARFOUL, L. ALBERA, R. GRIBONVAL, J. FLEUREAU, P. GUILLOTEL, A. KACHENOURA, L. SENHADJI and I. MERLET, "Tensor Decomposition Exploiting Structural Constraints for Brain Source Imaging," in CAMSAP 15, 2015 IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, Cancun, Mexico, December 13-16 2015, pp. 181-184 (invited paper). pdf version
[46] W. WANG, L. ALBERA, L. SENHADJI and J.-C. PESQUET, "An Alternating Direction Method of Multipliers for Constrained Joint Diagonalization by Congruence," in CAMSAP 15, 2015 IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, Cancun, Mexico, December 13-16 2015, pp. 197-200 (invited paper).
[47] M. SALEH, A. KARFOUL, A. KACHENOURA, L. SENHADJI and L. ALBERA, "Low cost and efficient kurtosis-based deflationary ICA method: Application to MRS sources separation problem," in EMBC 16, 2016 38th annual international conference of the IEEE Engineering in Medicine and Biology Society, Orlando, FL, 2016.
[48] M. SALEH, A. KARFOUL, L. ALBERA, A. KACHENOURA, H. Becker, I. MERLET, "Proximal gradient-based step for brain distributed epileptic source imaging after tensor decomposition prepro- cessing," in MLSP IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP), Vietri sur Mare, 2016.
[49] M. SALEH, A. KARFOUL, A. KACHENOURA, L. SENHADJI, L. ALBERA, "Reliable Gradient Search Directions for Kurtosis-Based Deflationary ICA: Application to Physiological Signal Process- ing," Proceedings of the International Annual IEEE Conference on Biomedical Engineering in Medicine and Biology, 2017.
[50] X. HAN, L. ALBERA, A. KACHENOURA, L. SENHADJI, H. SHU, "Low Rank Canonical Polyadic Decomposition of Tensors Based on Group Sparsity," Proceedings of the 25th European Signal Pro- cessing Conference (EUSIPCO), 2017 (invited paper).
[51] X. HAN, L. ALBERA, A. KACHENOURA, H. SHU, L. SENHADJI, "Block Term Decomposition with Rank Estimation Using Group Sparsity," Proceedings of the IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2017.
[52] K. El HOUARI, A. KACHENOURA, L. ALBERA, S. BENSAID, A. KARFOUL, C. BOICHON- GRIVOT, M. ROCHETTE, A. HERNANDEZ, "A Fast Model for Solving the ECG Forward Probl(invited paper)em Based on an Evolutionary Algorithm," Proceedings of the IEEE International Workshop on Compu- tational Advances in MultiSensor Adaptive Processing (CAMSAP), 2017 (invited paper).
[53] M. SALEH, A. KARFOUL, A. KACHENOURA, L. ALBERA, L. SENHADJI, "Independent Compo- nent Analysis Based on Non-polynomial Approximation of Negentropy: Application to MRS Source Separation," Asilomar Conference on Signals, Systems and Computers, 2018.
[54] N. TAHERI, X. HAN, A. KARFOUL, K. ANSARI-ASL, I. MERLET, L. SENHADJI, L. ALBERA, A. KACHENOURA, "Brain Source Localization using Constrained Low Rank Canonical Polyadic Decomposition," Asilomar Conference on Signals, Systems and Computers, 2018 (invited paper).
[55] X. HAN, L. ALBERA, A. KACHENOURA, H. SHU, L. SENHADJI, "Robust Multilinear Decom- position of Low Rank Tensors," in LVA/ICA 2018, 14th International Conference on latent variable analysis and signal separation, Guildford, UK, July 2-5, 2018.
[56] K. El HOUARI, A. KACHENOURA, P. BERRAUTE, S. BENSAID, A. KARFOUL, C. BOICHON- GRIVOT, AI. HERNANDEZ, L. ALBERA, M. ROCHETTE, "Investigating Transmembrane Current Source Formulation for Solving the ECG Inverse Problem," SAM 2018.
[57] N. TAHERI, A. KACHENOURA, A. KARFOUL, X. HAN, K. ANSARI-ASL, L. SENHADJI, I. MER- LET, L. ALBERA, "Rank Estimation and Tensor Decomposition Using Physics-Driven Constraints for Brain Source Localization," Proceedings of the 27th European Signal Processing Conference (EUSIPCO), 2019.
[58] N. TAHERI, A. KACHENOURA, A. KARFOUL, X. HAN, K. ANSARI-ASL, L. SENHADJI, I. MER- LET, L. ALBERA, "Robust Joint Low-Rank Canonical Polyadic Approximation of a Set of Tensors for Brain Source Localization," Proceedings of the International Annual IEEE Conference on Biomedical Engineering in Medicine and Biology, 2019 (invited paper).

International conference presentations without proceeding
[1] A. KARFOUL, J. COLOIGNER, L. ALBERA and P. COMON, "Semi-nonnegative INDSCAL analysis," in TDA 10, 2010 Workshop on Tensor Decompositions and Applications, in cooperation with the Society for Industrial and Applied Mathematics (SIAM), Monopoli, Italy, September 13-17 2010.
[2] L. WANG, L. ALBERA, H. Z. SHU and L. SENHADJI, "Decomposition of semi-nonnegative semi-symmetric three-way tensors based on LU matrix factorization," in SIAM 2012 Conference on Applied Linear Algebra, Valencia, Spain, June 18-22 (invited talk).
[3] J. COLOIGNER, L. ALBERA, A. KACHENOURA and L. SENHADJI, "Canonical polyadic decomposition of semi‐symmetric and semi‐nonnegative three‐way arrays by means of an exponential change of variable using line search and trust region strategies," in TRICAP 2012, the 7th edition of the multidisciplinary conference on ThRee-way methods In Chemistry And Psychology (and other areas), Bruges, Belgium, June 2-7 2012.
[4] L. ALBERA and X. LUCIANI, "Joint EVD and canonical polyadic decomposition," in TRICAP 2015, the 8th edition of the multidisciplinary conference on ThRee-way methods In Chemistry And Psychology (and other areas), Pecol - Val di Zoldo (Belluno), Italy, 31 May - 5 June 2015 (invited talk).
[5] L. ALBERA, A. KARFOUL, H. BECKER, R. GRIBONVAL, A. KACHENOURA, L. SENHADJI, J. FLEUREAU, P. GUILLOTEL and I. MERLET, "Localization and reconstruction of brain sources using a constrained tensor-based approach," in SIAM 2015 Conference on Applied Linear Algebra, Atlanta, USA, October 26-30 2015 (invited talk in a special session entitled "Matrix and tensor decompositions and applications").
[6] H. BECKER, A. KARFOUL, L. ALBERA, R. GRIBONVAL, A. KACHENOURA, L. SENHADJI, J. FLEUREAU, P. GUILLOTEL and I. MERLET, "Brain Source Imaging Using Constrained Tensor Decompositions," in TDA 16, 2016 Workshop on Tensor Decompositions and Applications, Leuven, Belgium, January 18-22 2016.
[7] X. HAN, L. ALBERA, A. KACHENOURA, H. SHU and L. SENHADJI, "Robust tensor decomposi- tions using group sparsity," in TRICAP 2018, the 9th edition of the multidisciplinary conference on ThRee-way methods In Chemistry And Psychology (and other areas), New Mexico, US, June, 10-15 2018 (invited talk).

National conference papers
[1] L. ALBERA, A. FERREOL, P. CHEVALIER and P. COMON, "ICAR, un algorithme d'ICA à convergence rapide, robuste au bruit," in GRETSI 03, Dix-neuvième colloque sur le Traitement du Signal et des Images, Paris, France, September 8-11 2003, vol. 1, pp. 193-196. pdf version
[2] P. CHEVALIER, A. FERREOL and L. ALBERA, "Méthodologie générale pour la séparation aveugle de sources cyclostationnaires arbitraires - Application à l'écoute passive des radiocommunications," in GRETSI 03, Dix-neuvième colloque sur le Traitement du Signal et des Images, Paris, France, September 8-11 2003, vol. 1, pp. 43-46. pdf version
[3] L. ALBERA, P. COMON and H. XU, "SAUD, un algorithme d'ICA basé sur une procédure de Déflation Unitaire Semi-Algébrique," in GRETSI 07, Vingt-et-unième colloque sur le Traitement du Signal et des Images, Troyes, France, September 11-14 2007.
[4] A. KACHENOURA, L. ALBERA, L. SENHADJI and P. COMON, "L'ICA : un outil pour les Interfaces Cerveau-Machine," in GRETSI 07, Vingt-et-unième colloque sur le Traitement du Signal et des Images, Troyes, France, September 11-14 2007.pdf version
[5] P. CHEVALIER, A. FERREOL, L. ALBERA and G. BIROT, "Goniométrie aux ordres supérieurs pour réseaux d'antennes à polarisation multiple," in GRETSI 07, Vingt-et-unième colloque sur le Traitement du Signal et des Images, Troyes, France, September 11-14 2007.
[6] L. ALBERA, A. KARFOUL and L. DE LATHAUWER, "Décomposition canonique de tableaux hermitiens semi-définis positifs d'ordre pair par rotation procustéenne : application à l'ICA," in GRETSI 09, Vingt-deuxième colloque sur le Traitement du Signal et des Images, Dijon, France, September 8-11 2009. pdf version
[7] D. SAFIEDDINE, A. KACHENOURA, L. ALBERA, G. BIROT, F. WENDLING, L. SENHADJI and I. MERLET, "Performances des approches déterministes et stochastiques pour le débruitage des signaux épileptiques intercritiques," in GRETSI 11, Vingt-troisième colloque sur le Traitement du Signal et des Images, Bordeaux, France, September 5-8 2011. pdf version
[8] J. COLOIGNER, L. ALBERA, A. KARFOUL and P. COMON, "Décomposition de tableaux d'ordre trois semi-nonnégatifs et semi-symétriques," in GRETSI 11, Vingt-troisième colloque sur le Traitement du Signal et des Images, Bordeaux, France, September 5-8 2011. pdf version
[9] A. KACHENOURA , L. ALBERA, D. SAFIEDDINE, F. WENDLING, L. SENHADJI and I. MERLET, "Traitement aveugle des signaux EEG de surface : débruitage des signaux épileptiques critiques," in GRETSI 13, Vingt-quatrième colloque sur le Traitement du Signal et des Images, Brest, France, September 3-6 2013.
[10] A. FARGEAS, A. KACHENOURA, L. H. LIU, F. COMMANDEUR, G. DREAN, C. LAFOND, L. ALBERA, O. ACOSTA and R. DE CREVOISIER, "A new voxel principal component analysis for predicting and spatially characterizing rectal toxicity following prostate cancer radiotherapy," in GRETSI 15, Vingt-cinquième colloque sur le Traitement du Signal et des Images, Lyon, France, September 8-11 2015.
[11] X. HAN, L. ALBERA, A. KACHENOURA, H. SHU, L. SENHADJI, "Décomposition canonique polyadique robuste de tenseurs de faible rang basée sur la parcimonie de groupe," in GRETSI 17, Vingt-septième colloque sur le Traitement du Signal et des Images, Juan-Les-Pins, France, Septembre 5-8 2017.