``Convergence of Gradient-based block coordinate descent algorithms for non-orthogonal joint approximate diagonalization of matrices,''
SIAM Journal on Matrix Analysis and Applications, 44(2):592--621, 2023.
Preprint: hal-03408912,
arxiv:2009.13377.
J. H. de Morais Goulart, R. Couillet, and P. Comon,
``A Random Matrix Perspective on Random Tensors,''
Journal of Machine Learning Research, 23(264):1--36, 2022.
Preprint: hal-03793940,
arxiv:2108.0077.
M. Nazih, K. Minaoui, E. Sobhani, and P. Comon,
``Computation of the nonnegative canonical tensor decomposition with two accelerated proximal gradient algorithms,''
Digital Signal Processing, 129, September 2022.
Preprint: hal-03233458
S. ElBouch, O. Michel, and P. Comon,
``A Normality Test for Multivariate Dependent Samples,''
Eurasip Signal Processing, 201, December 2022.
Preprint: hal-03344745.
Z. Long, C. Zhu, J. Liu, Y. Liu, P. Comon and Y. Liu
``Trainable Subspaces for Low Rank Tensor Completion: Model and
Analysis,'' IEEE Trans. Signal Processing , 70:2502--2517, 2022.
Preprint: hal-03656758
C. Prevost, K. Usevich, M. Haardt, P. Comon, and D. Brie,
``Constrained Cramer-Rao bounds for reconstruction problems formulated as coupled tensor models,''
Signal Processing, Elsevier, vol.198, Sep., 2022.
Preprint: hal-03651874
P. Maho and C. Herrier and T. Livache and P. Comon and S. Barthelme, ``A calibrant-free compensation method for chemical sensor arrays''. Chemometrics and Intelligent Laboratory Systems, vol.225, June, 2022.
Preprint: hal-03409223
E. Sobhani, P. Comon, C. Jutten, and M. Babaie-Zadeh,
``CorrIndex: a permutation invariant performance index,''
Signal Processing, Elsevier, 195, June 2022.
Preprint: hal-03230210.
J. Li, K. Usevich, and P. Comon,
``Jacobi-type algorithm for low rank orthogonal approximation of symmetric
tensors and its convergence analysis,''
Pacific Journal of Optimization, 17(3):357--379, September 2021.
Preprint: hal-03233467,
arxiv:1911.00659.
Special issue on Tensor Optimization and Data Analysis.
M. Nazih, K. Minaoui, E. Sobhani, and P. Comon,
``Computation of low-rank tensor approximation under existence constraint via a forward-backward algorithm,''
Signal Processing, Elsevier, 188, Nov. 2021.
Preprint: hal-03149860.
P. Maho, C. Herrier, T. Livache, P. Comon, and S. Barthelme,
``Real-time gas recognition and gas unmixing in robot applications,''
Sensors and Actuators: B. Chemical, 330(1), March 2021
Preprint: hal-02448737.
S. Miron, Y. Zniyed, R. Boyer, A. de Almeida, G. Favier, D. Brie, and P. Comon,
``Tensor methods for multisensor signal processing,''
IET Signal Processing, 14(10):693--709, March 2021.
Preprint: hal-03024673.
Wiley online.
J. H. de M Goulart, P. M. de Oliveira, R. Cabral Farias, V. Zarzoso and P. Comon,
``Alternating group Lasso algorithm for low-rank tensor decomposition with
application to atrial activity source extraction,''
IEEE Trans. Signal Processing. 68(1):2682-2696, December 2020.
DOI: 10.1109/TSP.2020.2985591. Preprint: hal-01899469.
C. Prevost, K. Usevich, P. Comon, and D. Brie,
``Hyperspectral Super-Resolution with Coupled Tucker Approximation:
Recoverability and SVD-based algorithms,''
IEEE Trans. Signal Processing, 68(1):931-946, December 2020.
DOI: 10.1109/TSP.2020.2965305
Preprint: hal-01911969, arxiv:1811.11091.
K. Usevich, J. Li, and P. Comon,
``Approximate Matrix and Tensor Diagonalization by Unitary
Transformations: Convergence of Jacobi-type Algorithms,''
SIAM Journal on Optimization, 30(4):2998-3028, October 2020.
DOI: 10.1137/19M125950X.
Preprint: hal-01998900, arXiv:1905.12295.
P. Maho, C. Herrier, T. Livache, G. Rolland, P. Comon and S. Barthelme,
``Using the Proximal Gradient and the Accelerated Proximal Gradient as a
Canonical Polyadic tensor decomposition algorithm in difficult situations,''
Signal Processing, Elsevier, 171, June 2020.
DOI: 10.1016/j.sigpro.2020.107472
Preprint: hal-02433477
M. Jouni, M. Dalla Mura, and P. Comon,
``Hyperspectral Image Classification Based on Mathematical Morphology and
Tensor Decomposition,''
Mathematical Morphology - Theory and Applications, 4(1),
March 2020.
DOI: 10.1515/mathm-2020-0001.
Preprint: hal-02401272.
Open access at degruyter.com
Y. Xu, Z. Wu, J. Chanussot, P. Comon, and Z. Wei,
``Nonlocal Coupled Tensor CP Decomposition for Hyperspectral and
Multispectral Image Fusion,''
IEEE Trans. Geoscience Remote Sensing, 58(1):348--362,
January 2020.
DOI: 10.1109/TGRS.2019.2936486
Preprint: hal-02123922.
J. Li, K. Usevich, and P. Comon,
``On Diagonalization of Third Order Symmetric Tensors by Orthogonal Transformations,''
Linear Algebra Appl., 576:324-351, Sept. 2019. Preprint: arxiv:1804.01358, hal-02092389.
J. H. De Goulart and P. Comon,
``On the minimal ranks of matrix pencils and the existence of a best approximate block-term tensor decomposition,'' Linear Algebra Appl., 561:161-186, Jan. 2019. Preprint: arxiv:1712.05742, hal-01909603
``Multidimensional ESPRIT for Damped and Undamped Signals: Algorithm, Computations and Perturbation Analysis,''
IEEE Trans. Signal Processing, 65(22):5897-5910, Nov. 2017.
hal-01360438
F. Raimondi, R. Cabral Farias, O. Michel, and P. Comon,
``Wideband multiple diversity tensor array processing,''
IEEE Trans. Sig. Proc., 65:5334--5346, October 2017
hal-01350549
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,''
Neuroimage, 157:157-172, August 2017.
hal-inserm-01617155
P. Comon, Y. Qi, and K. Usevich,
``Identifiability of an X-rank decomposition of polynomial maps,''
SIAM Journal on Applied Algebra and Geometry, 1:388--414,
July 2017
arxiv:1603.01566,
hal-01763858
S. Chlaily, C. Ren, P. O. Amblard, O. Michel, P. Comon, and C. Jutten,
``Information-Estimation relationship in Mismatched Gaussian channels,''
IEEE Signal Processing Letters, 24(5):688--692, May 2017.
hal-01493481
F. E. D. Raimondi and P. Comon,
``Tensor DoA Estimation with Directional Elements,''
IEEE Signal Processing Letters, 24(5):648--652, May 2017.
hal-01369713
S. Sahnoun, E.-H. Djermoune, D. Brie, and P. Comon,
``A Simultaneous Sparse Approximation Method for Multidimensional
Harmonic Retrieval,'' Signal Processing, Elsevier, 137:36-48, Feb. 2017.
hal-01174780
Y. Qi, P. Comon, and L-H. Lim, ``Semialgebraic Geometry of
Nonnegative Tensors,'' SIAM J. Matrix Ana. Appl., vol.37, no.4, pp.1556-1580, 2016.
arxiv:1601.05351,
hal-01763832
F. Raimondi, P. Comon, O. Michel, and U. Spagnolini,
``Multidimensional factorization through helical mapping,''
Signal Processing, 131:171--180, February 2017.
hal-01285533
H. Becker, L. Albera, P. Comon, R. Gribonval, F. Wendling, and I. Merlet,
``Localization of distributed EEG sources in the context of epilepsy: a
simulation study,''
Ingenierie et Recherche Biomedicale - IRBM,
37(5-6):242--253, November 2016.
hal-01359237
A. Pereira da Silva, P. Comon, and A. Lima Ferrer de Almeida,
``On the reduction of multivariate quadratic systems to best rank-1
approximation of three-way tensors,''
Applied Mathematics Letters, 62:9--15, December 2016.
hal-01567408
R. Cabral-Farias, J. E. Cohen, and P. Comon,
``Exploring multimodal data fusion through joint decompositions with flexible couplings,''
IEEE Trans. Sig. Proc., 64(18):4830-4844, Sept. 2016.
hal-01158082
A. Pereira da Silva, P. Comon, and A. Lima Ferrer de Almeida,
``A finite algorithm to compute rank-1 tensor approximations,''
Sig. Proc. Letters, 23(7):959--963, July 2016.
hal-01385538, arxiv:1508.05273
H. Becker, L. Albera, P. Comon, A. Kachenoura, and I. Merlet,
``A penalized semi-algebraic deflation ICA algorithm for the efficient
extraction of interictal epileptic signals,''
IEEE J. Biomed. Health Informatics, 21(1):94--104, Jan. 2017.
Available online 26 nov 2015.
hal-01246030
Y. Qi, P. Comon, and L. H. Lim,
``Uniqueness of NonNegative Tensor Approximations,''
IEEE Trans. Inf. Theory, 62(4):2170-2183, April 2016.
arXiv:1410.8129.
hal-01015519
K. Usevich and P. Comon,
``Hankel Low-Rank Matrix Completion: Performance of the Nuclear Norm Relaxation,''
IEEE J. Selected Topics Sig. Proc., 10(4):637--646, June 2016
Special issue. hal-01130631.
arxiv:1505.07766.
J. H. De Goulart, M. Boizard, R. Boyer, G. Favier, and P. Comon,
``Tensor CP Decomposition with Structured Factor Matrices: Algorithms and
Performance,''
IEEE J. Selected Topics Sig. Proc., 10(4):757--769, June 2016
Special issue. hal-01246855
J. E. Cohen, P. Comon, and X. Luciani,
``Correcting inner filter effects, a non Multilinear Tensor Decomposition
Method,''
Chemometrics Intel. Lab. Syst., 150:29--40, January 2016.
hal-01158152
M. Veganzones, J. E. Cohen, R. Cabral Farias, J. Chanussot, and P. Comon,
``Nonnegative Tensor CP Decomposition of Hyperspectral Data,''
IEEE Trans. Geoscience and Remote Sensing, vol.54, no.5, pp.2577-2588, 2016.
hal-01134470
F. Raimondi, P. Comon, O. Michel, S. Sahnoun, and A. Helmstetter,
``Tensor decomposition exploiting diversity of propagation velocities;
application to localization of icequake events,''
Signal Processing, 118:75--88, 2016
published online on July 15, 2015.
hal-01118401
H. Becker, L. Albera, P. Comon, R. Gribonval, F. Wendling, and I. Merlet,
``Brain source imaging: from sparse to tensor models,''
IEEE Sig. Proc. Magazine, 32(6):100--112, November 2015.
hal-01190559
A. Helmstetter, L. Moreau, B. Nicolas, P. Comon, and M. Gay,
``Intermediate-depth icequakes and harmonic tremor in an Alpine glacier
(glacier d’Argentiere, France): evidence for hydraulic fracturing?,''
J. Geophysical Research, 120(3):402--416, March 2015.
hal-01118889
S. Sahnoun and P. Comon,
``Joint Source Estimation and Localization,''
IEEE Trans. Sig. Proc., 63(10):2485--2495, 2015.
published online in Feb. 2015.
hal-01005352
A. Helmstetter, B. Nicolas, P. Comon, and M. Gay,
``Basal icequakes recorded beneath an Alpine glacier (Glacier
d’Argentiere, France): evidence for stick-slip motion?,''
J. Geophysical Research, 120(3):379--401, March 2015.
hal-01118884
J.-P. Royer, N. Thirion-Moreau, P. Comon, R. Redon, and S. Mounier,
``A Regularized NonNegative Canonical Polyadic Decomposition algorithm
with preprocessing for 3D Fluorescence Spectroscopy,''
Jour. Chemometrics, 29(4):253--265, April 2015.
published online on March 4.
hal-01126693
J. E. Cohen, R. Cabral Farias, and P. Comon,
``Fast Decomposition of Large Nonnegative Tensors,''
IEEE Sig. Proc. Letters, 22(7):862--866, July 2015
accepted in nov. 2014. hal-01069069
A. Rouijel, K. Minaoui, P. Comon, and D. Aboutajdine,
``CP decomposition approach to blind separation for DS-CDMA system using a
new performance index,''
EURASIP Journal on Advances in Signal Processing, 128, p. 128,
Aug. 2014.
Open access. hal-01120562
H. Becker, L. Albera, P. Comon, M. Haardt, G. Birot, F. Wendling, M. Gavaret,
C. G. Bénar, and I. Merlet,
``EEG Extended Source Localization: Tensor-based vs Conventional
Methods,''
NeuroImage, 96:143-57, August 2014.
hal-01011856
P. Comon,
``Tensors: a brief introduction,''
IEEE Sig. Proc. Magazine, 31(3):44--53, May 2014.
special issue on BSS.
hal-00923279
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,''
Linear Algebra Appl., 450:334--374, June 2014. hal-00945606
M. Niknazar, H. Becker, B. Rivet, C. Jutten, and P. Comon,
``Blind source separation of underdetermined mixtures of event-related
sources,''
Signal Processing, 101:52--64, August 2014.
hal-00952039
L.-H. Lim and P. Comon,
``Blind Multilinear identification,''
IEEE Trans. Inf. Theory, 60(2):1260-1280, Feb. 2014.
IEEE
open access. arxiv:1212.6663, hal-00763275.
L. Galluccio, O. Michel, P. Comon, M. Kliger, and A. Hero,
`` Clustering with a new Distance Measure based on a Dual-Rooted Tree,''
Information Sciences, 251:96--113, December 2013. URL.
hal-00726005
M. Castella, S. Rafi, P. Comon, and W. Pieczynski,
``Separation of instantaneous mixtures of dependent sources using
classical ICA methods,''
Eurasip Journal on Advances in Signal Processing, March 2013.
published online in March 2013
open
access. hal-00830124
M. Sorensen and P. Comon,
``Tensor Decompositions with Banded Matrix Factors,''
Linear Algebra Appl., 438(1):919--941, January 2013
special issue, published online on Jan. 5, 2012.
hal-00740572
A. Bernardi, J. Brachat, P. Comon, and B. Mourrain,
``General Tensor Decomposition, Moment Matrices and Applications,''
Journal of Symbolic Computation, 52:51--71, May 2013.
special issue Issac-2011,
hal inria-00590965
M. Sorensen, L. De Lathauwer, P. Comon, S. Icart, and L. Deneire,
``Canonical Polyadic decomposition with a Columnwise Orthonormal Factor
Matrix,''
SIAM Jour. Matrix Anal. Appl., 33(4):1190--1213, 2012.
hal-00781143
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,''
Bulletin of the Polish Academy of Sciences - Technical sciences,
60(3):407--418, October 2012.
special issue on Data Mining in Bioengineering. hal-00740304.
A. L. F. de Almeida, X. Luciani, A. Stegeman, and P. Comon,
``CONFAC Decomposition Approach to Blind Identification of Underdetermined
Mixtures Based on Generating Function Derivatives,''
IEEE Trans. Sig. Proc., 60(11):5698--5713, November 2012
published online in August 2012.
hal-00739130
L. Galluccio, O. Michel, P. Comon, and A. O. Hero,
``Graph Based K-Means Clustering,''
Signal Processing, 92(9):1970--1984, September 2012
published online on Jan. 20, 2012.
hal-00701886
P. Comon and G. Ottaviani,
``On the typical rank of real binary forms,''
Linear and Multilinear Algebra, 60(6):657--667, May 2012
arXiv:0909.4865. Published online on Nov. 25, 2011.
hal-00700790
H. Becker, P. Comon, L. Albera, M. Haardt, and I. Merlet,
``Multi-way Space-Time-WaveVector analysis for EEG source separation,''
Signal Processing, 92(4):102--1031, April 2012
published online on Oct. 28, 2011.
hal-00683304
J-P. Royer, N. Thirion-Moreau, and P. Comon,
``Computing the polyadic decomposition of nonnegative third order tensors,''
Signal Processing, 91(9), September 2011.
hal-00618729
X. Luciani, A. L. F. de Almeida, and P. Comon,
``Blind Identification of Underdetermined Mixtures Based on the
Characteristic Function: The Complex Case,''
IEEE Trans. Signal Proc., 59(2):540--553, February 2011.
hal-00537838
``Nonnegative approximations of
nonnegative tensors,''
Jour.
Chemometrics, 23:432--441,
August 2009.
PDF
preprint. hal-00410056.
DOI: 10.1002/cem.1244
P. Comon, J. M. F. ten Berge, L. De
Lathauwer, and J. Castaing,
``Generic and Typical Ranks of
Multi-Way Arrays,''
Linear Algebra
Appl., 430(11--12):2997--3007,
June 2009.
PDF
preprint. hal-00410058.
DOI: 10.1016/j.laa.2009.01.014
P. Comon, X. Luciani, and A. L. F. de
Almeida,
``Tensor Decompositions, Alternating
Least Squares and other Tales,''
Jour.
Chemometrics, 23:393--405,
August 2009.
PDF
preprint. hal-00410057.
DOI: 10.1002/cem.1236
S. Icart, P. Comon, and L. Rota,
``Blind Para-unitary Equalization,''
Signal Processing,
89(3):283--290, March 2009.
PDF
preprint.
hal-00354719.
DOI: 10.1016/j.sigpro.2008.08.014
J. P. DELMAS, Y. MEURISSE, and P. COMON,
``Performance limits of alphabet
diversities for FIR SISO channel
identification,''
IEEE Trans. Sig. Proc., 57(1):73--82,
January 2008.
PDF
preprint. hal-00354686.
DOI: 10.1109/TSP.2008.2007926
P. COMON, G. GOLUB, L-H. LIM, and B.
MOURRAIN,
``Symmetric Tensors and Symmetric
Tensor Rank,''
SIAM Journal on
Matrix Analysis Appl., 30(3):1254--1279,
2008.
PDF
preprint. hal-00327599.
DOI: 10.1137/060661569
V. ZARZOSO, R. PHLYPO, and P. COMON,
``A Contrast for Independent Component
Analysis with Priors on Source Kurtosis
Signs,''
Signal Processing Letters, 15:501--504,
2008.
PDF
preprint
hal-00342353
A. KACHENOURA, L. ALBERA, L. SENHADJI, and P.
COMON,
``ICA: a potential tool for BCI
systems,''
Signal Processing Magazine, pp.
57--68, January 2008.
Special Issue on Brain-Computer
Interfaces.
PDF
preprint. hal
inserm-00202706. DOI:
10.1109/MSP.2008.4408442
V. ZARZOSO and P. COMON,
``Optimal Step-Size Constant Modulus
Algorithm,''
IEEE Trans. Com., 56(1):10--13,
January 2008.
PDF
preprint. hal-00327594
M. RAJIH, P. COMON, and R. HARSHMAN,
``Enhanced Line Search : A Novel Method
to Accelerate PARAFAC,''
SIAM Journal on Matrix Analysis Appl.,
30(3):1148--1171, September 2008.
PDF
preprint.
hal-00327595
DOI: 10.1137/06065577
``Blind and Semi-Blind Equalization
based on the Constant Power Criterion,''
IEEE Trans. Sig. Proc., 53(11),
November, 2005, pp.4363 - 4375
accepted in January, 2005. PDF
preprint.
L. ALBERA, A. FERREOL, P. CHEVALIER, and
P. COMON,
``ICAR, a Tool for Blind Source
Separation using Fourth Order Statistics
only,''
IEEE Trans. Sig. Proc., 53(10),
October 2005, pp.3633 - 3643,
accepted in November, 2004. PDF
preprint.
P. CHEVALIER, L. ALBERA, A. FERREOL, and
P. COMON,
``On the Virtual Array Concept for
Higher Order Array Processing,''
IEEE Trans. Sig. Proc., 53(4),
April 2005, pp.1254 - 1271. PDF
preprint.
L. ALBERA, A. FERREOL, P. COMON, and P.
CHEVALIER,
``Blind Identification of
Overcomplete Mixtures of Sources
(BIOME),''
Lin. Algebra
Appl., vol. 391, Nov. 2004, pp.
1--30. PDF
preprint.
``Independent Component Analysis, a new concept ?,''
Signal Processing, Elsevier,
36(3):287--314, April 1994.
PDF Special issue on Higher-Order
Statistics.
E. CHAUMETTE, P. COMON, and D. MULLER,
``An ICA-Based Technique for
Radiating Sources Estimation;
Application to Airport Surveillance,''
IEE Proceedings - Part F, 140(6):395--401,
December 1993
Special issue on Applications of
High-Order Statistics.
S. Sahnoun and P. Comon , ``Approximation tensorielle sous contrainte d’existence. Application au traitement d’antennes,'',
Traitement du Signal, 2016. vol.33, no.1, pp.11-33.
Lavoisier Ed.
hal-01281032.
DOI:10.3166/TS.33.11-33
L. Senhadji, A. Kachenoura, L. Albera, and
P. Comon,
``Sur l'exploitation des approches
d'analyse en composantes independantes
dans les interfaces cerveau machine,'' Ingenierie
et Recherche BioMedicale, 30:211--217,
2009.
PDF
E. Kazamarande and P. Comon,
``Performances Numeriques de
l'Algorithme de Levinson,''
RAIRO Mathematical Modeling and
Numerical Analysis, 29(2):123--170,
June 1995.
open access
``Algebraic identification of under-determined mixtures,''
In P. Comon & C.Jutten, editor, Handbook
of Blind Source Separation,
chapter 9, pp. 325--365. Academic Press,
London, UK, 2010. hal-00482242
E. MOREAU and P. COMON,
``Contrasts,''
In P. Comon & C.Jutten, editor, Handbook
of Blind Source Separation,
chapter 3, pp. 65--105. Academic Press,
London, UK, 2010.
C. JUTTEN and P. COMON,
``Introduction to BSS,''
In P. Comon & C.Jutten, editor, Handbook
of Blind Source Separation,
chapter 1, pp. 1--22. Academic Press,
London, UK, 2010.
V. ZARZOSO and P. COMON and D. SLOCK,
``Semi-Blind Methods for
Communications,''
In P. Comon & C.Jutten, editor, Handbook
of Blind Source Separation,
chapter 15, pp. 593--638. Academic
Press, London, UK, 2010.
L. ALBERA, P. COMON, L. C. PARRA, A.
KARFOUL, A. KACHENOURA, and L. SENHADJI,
``ICA and biomedical Applications,''
In P. Comon & C.Jutten, editor, Handbook
of Blind Source Separation,
chapter 18, pp. 737--777. Academic
Press, London, UK, 2010.
V. ZARZOSO, R. PHLYPO, O. MESTE, and P.
COMON,
``Signal Extraction in Multisensor
Biomedical Recordings,''
In P. Verdonck, editor, Advances
in Biomedical Engineering, pp.
95-143. Elsevier BV, Oxford, UK, 2009.
hal-00357253
V. ZARZOSO and P. COMON,
``Methodes semi-aveugles,''
In C. Jutten and P. Comon, editors, Separation
de sources 2: au dela de l'aveugle et
applications, chapter 8, pp.
303--353. Hermes, Paris, 2007. ,/dd>
E. MOREAU and P. COMON,
``Contrastes,''
In P. Comon and C. Jutten, editors, Separation
de sources 1: Concepts de base et
Analyse en Composantes Independantes,
chapter 3, pp. 73--113. Hermes, Paris,
2007.
In J. G. McWhirter and I. K.
Proudler, editors, Mathematics in
Signal Processing V, pp. 1--24.
Clarendon Press, Oxford, UK, 2002. PDF
preprint. hal-00347139.
arxiv:0905.0454
P. CHEVALIER and P. COMON,
``Separation aveugle de sources,''
In Traite des Telecommunications,
pp. 1--22. Techniques de l'Ingenieur,
Paris, 2002
In S. Haykin, editor, Unsupervised
Adaptive Filtering, vol. I, Blind
Source Separation, Series on
Adaptive and Learning
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Processing and Control, pp.191--236.
Wiley, 2000. hal-00169604
In A. Bojanczyk and G. Cybenko,
editors, Linear Algebra for Signal
Processing, volume 69 of IMA
Volumes in Mathematics and its
Applications, pp. 1--16. Springer
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Conference papers published in Proceedings or Book form
C. Sejourne, R. Couillet, and P. Comon,
``A Large-Dimensional Analysis of Symmetric SNE,''
In ICASSP'2021, Toronto, Ontario, Canada, June~6-11 2021
Preprint: hal-03369132.
J. Li, K. Usevich, and P. Comon,
``On the convergence of Jacobi-type algorithms for Independent Component
Analysis,''
In IEEE SAM Workshop, Hangzhou, June~8-11 2020
Preprint: hal-02994725.
C. Prevost, K. Usevich, E. Chaumette, D. Brie, and P. Comon,
``On Cramer-Rao Lower Bounds with Random Equality Constraints,''
In ICASSP, Barcelona, May~4-8, 2020.
Preprint: hal-02486600.
C. Prevost, K. Usevich, P. Comon, M. Haardt, and D. Brie,
``Performance Bounds for Coupled CP Model in the Framework of
Hyperspectral Super-Resolution,''
In IEEE CAMSAP, Guadeloupe, West Indies, December~15-18 2019.
Preprint: hal-02303132.
Y. Qi, P. Comon, L-H. Lim, and K. Ye,
``Path-connectedness of tensor ranks,'' In EUSIPCO, Coruna, Spain, Sept. 2-6, 2019.
Preprint: hal-02121152.
E. Sobhani, P. Comon, C. Jutten, M. Babaie-Zadeh. ``Text mining with constrained tensor decomposition''. Fifth International Conference on Machine Learning, Optimization, and Data Science (LOD) , Sept. 10-13, 2019, Certosa di Pontignano, Siena, Italy. Springer Publ. hal-02084803
E. Sobhani, P. Comon, M. Babaie-Zadeh, ``Data mining with tensor decompositions'', GRETSI, Aug. 26-29, 2019, Lille, France.
hal-02170272.
P. Maho, C. Dolcinotti, T. Livache, C. Herrier, A. Andreev, et al. ``Reconnaissance de plusieurs composés chimiques à l'aide d'un robot équipé d'un nez électronique'', GRETSI, Aug. 26-29, 2019, Lille, France.
hal-02180373.
C. Prévost, K. Usevich, P. Comon, D. Brie, ``Approches tensorielles couplées pour la fusion aveugle d'images multispectrale et hyperspectrale'', GRETSI, Aug. 26-29, 2019. hal-02282433.
M. Jouni, M. Dalla Mura, P. Comon. ``Hyperspectral Image Classification Using Tensor CP Decomposition'', IGARSS, Jul. 28 - Aug 2, 2019, Yokohama, Japan. hal-01998220
M. Jouni, M. Dalla Mura, and P. Comon,
``Classification of Hyperspectral Images as Tensors Using Nonnegative CP
Decomposition,''
In International Symposium on Mathematical Morphology (ISMM),
Saarbrucken, Germany, July~8-10 2019.
hal-01998121.
P. Maho, C. L. Dolcinotti, T. Livache, C. Herrier, A. Andreev, P. comon, and S.
Barthelme,
``Olfactive robot for gas discrimination over several months using a new
optoelectronic nose,''
In ISOEN, Fukukoa, Japan, May~26-29 2019.
hal-02067954.
C. Prevost, K. Usevich, P. Comon, and D. Brie,
``Coupled tensor Low-rank Multilinear Approximation for Hyperspectral Super-resolution,''
In ICASSP, Brighton, UK, May 2019.
Long version available at hal-01911969.
R. Cabral Farias, J. H. De Morais Goulart, and P. Comon,
``Coherence Constrained Alternating Least Squares,''
In Eusipco, Rome, Italy, September~3-7 2018.
hal-01693946.
P. Maho and S. Barthelme and P. Comon,
``Non-linear source separation under the Langmuir model for chemical sensors,'' 10th IEEE SAM workshop, July 8-11, 2018, Sheffield, UK. hal-01802358.
M. Jouni and M. Dalla Mura and P. Comon,
``Some issues in computing the CP decomposition of NonNegative Tensors,'' 14th Int. Conf. on Latent Variable Analysis and Signal Separation (LVA-ICA), July 2-6, 2018, Univ. of Surrey, Guildford, UK. LNCS vol.10891, Springer. pp.57-66. hal-01784370.
C. Ren and R. Cabral~Farias and P.-O. Amblard and P. Comon,
"Performances optimales pour les donnees multimodales partiellement couplees", Gretsi, Sep 5-8, 2017, Juan-Les-Pins, France. hal-01567124
J. H. de Morais Goulart and P. Comon,
``A Novel Non-Iterative Algorithm for Low-Multilinear-Rank Tensor Approximation,'' EUSIPCO'2017, Aug. 28 - Sept. 2, 2017, Kos, Greece. hal-01531231.
K. Usevich and S. Sahnoun and P. Comon,
``High-Resolution Subspace-Based Methods: Eigenvalue- or Eigenvector-Based Estimation?,'' LVA-ICA'2017, Feb 20-24, 2017, Grenoble, France, pp.47-56, Springer, LNCS, vol. 10169. hal-01576895.
J. E. Cohen and P. Comon and N. Gillis,
``Some theory on Non-negative Tucker Decomposition,'' LVA-ICA'2017, Feb 20-24, 2017, Grenoble, France, pp.152-161, Springer, LNCS, vol. 10169. hal-01420297.
S. Sahnoun, K. Usevich, and P. Comon,
``Optimal choice of Hankel-block-Hankel matrix shape in 2-D parameter
estimation,'' In Eusipco, pp. 321-325, Budapest,
Hungary, Aug. 29-31 2016. hal-01288994
M. Veganzones, J. E. Cohen, R. Cabral-Farias, K. Usevich,
L. Drumetz, J. Chanussot, and P. Comon,
``Canonical Polyadic
Decomposition of Hyperspectral Patch Tensors,'' In Eusipco,
pp. 2176-2180, Budapest, Hungary, Aug. 29-31 2016.
J. E. Cohen, R. Cabral Farias, and P. Comon,
``Joint Tensor Compression for Coupled Canonical Polyadic Decompositions,'' In Eusipco, pp. 2285-2289, Budapest, Hungary, Aug. 29-31 2016. hal-01326132
M.A. Veganzones, S. Douté, E. J. Cohen, R. Cabral Farias,
J. Chanussot, and P. Comon,
``Nonnegative CP decomposition of
multiangle hyperspectral data: a case study on CRISM
observations of martian icy surface,'' In IEEE Workshop on
Hyperspectral Image and Signal Processing: Evolution in
Remote Sensing (WHISPERS 2016), Los Angeles, Aug. 21-24
2016.
R. Boyer and P. Comon,
``Rectified ALS Algorithm for
Multidimensional Harmonic Retrieval,'' In 9th IEEE SAM
Workshop, Rio de Janeiro, Brazil, July 10-13
2016. hal-01314702.
C. Ren, R. Cabral Farias, P.-O. Amblard, and P. Comon,
``Performance bounds for coupled models,'' In 9th IEEE SAM Workshop, Rio de Janeiro, Brazil, July 10-13, 2016. hal-01280480
F. Raimondi, P. Comon, and O. Michel,
``Wideband multilinear array processing through
tensor decomposition,''
in ICASSP, pp. 2951--2955, Shangai, China,
April~19-24 2016
hal-01206915.
K. Usevich and P. Comon,
``Structured Matrix Completion: a Convex
Relaxation,''
In GRETSI'2015, Lyon, France, September~8-11
2015. hal-01168981.
F. Raimondi and P. Comon,
``Tensor decomposition of polarized seismic
waves,''
In GRETSI'2015, Lyon, France, September~8-11
2015. hal-01164363.
M. Boizard, J. H. de M. Goulard, R. Boyer, G. Favier,
and P. Comon,
``Performance asymptotique d’estimateurs de modeles
CP avec facteurs structures,''
In GRETSI'2015, Lyon, France, September~8-11
2015. hal-01169880.
J. E. Cohen, R. Cabral Farias, and P. Comon,
``Analyse de grandes donnees tensorielles
couplees,''
In GRETSI'2015, Lyon, France, September~8-11
2015. hal-01135090.
R. Cabral Farias, J. E. Cohen, C. Jutten, and P. Comon,
``Joint decompositions with flexible couplings,''
In LVA-ICA'2015, Liberec, Czech Republic,
August~25-28 2015
Special session on multimodal analysis. hal-01135920
P. Comon, Y. Qi, and K. Usevich,
``Polynomial formalisation for joint decomposition
of tensors of different orders,''
In LVA-ICA'2015, Liberec, Czech Republic,
August~25-28 2015
Special session on tensors. hal-01168992.
M. A. Veganzones, J. E. Cohen, R. Cabral Farias, R.
Marrero, J. Chanussot, and P. Comon,
``Multilinear Spectral Unmixing of
Hyperspectral Multiangle Images,''
In EUSIPCO'2015, Nice. France,
September~1-4 2015
Special session on hyperspectral applications. hal-01121186.
R. Cabral Farias and P. Comon,
``Canonical polyadic tensor decomposition
in the presence of non Gaussian noise,''
In EUSIPCO'2015, Nice. France,
September~1-4 2015
hal-01119833.
J. H. de Morais Goulart, M. Boizard, R.
Boyer, G. Favier, and P. Comon,
``Statistical Efficiency of Structured
CPD Estimation applied to
Wiener-Hammerstein Modeling,''
In EUSIPCO'2015, Nice. France,
September~1-4 2015
hal-01118725
A. P. da Silva, P. Comon, and A. L. F.
de Almeida,
``An Iterative Deflation Algorithm
for Exact CP Tensor Decomposition,''
In ICASSP, Brisbane,
Australia, April 19-24, 2015.
hal-01071402
J. E. Cohen, R. Cabral Farias, and P.
Comon,
``Fast Decomposition of Large
Nonnegative Tensors,''
In ICASSP, Brisbane, France,
April 19-24, 2015
republished from IEEE Sig. Proc.
Letters.
hal-01069069
M. Boizard, R. Boyer, G. Favier, and P.
Comon,
``Performance Estimation for Tensor
CP Decomposition with Structured
Factors,''
In ICASSP, Brisbane,
Australia, April 19-24, 2015.
hal-01072538
R. Cabral Farias, P. Comon, and R.
Redon,
``Data Mining by NonNegative Tensor
Approximation,''
In IEEE MLSP, Reims, France,
Sept. 21-24, 2014. hal-01077801.
J. Cohen and P. Comon,
``On almost sure identifiability of
non multilinear tensor
decomposition,''
In EUSIPCO, Lisbon, Portugal,
Sept. 1-5, 2014.
hal-01059060
H. Becker, L. Albera, P. Comon, R.
Gribonval, and I. Merlet,
``Fast variation-Based Methods for
the Analysis of Extended Brain
Sources,''
In EUSIPCO, Lisbon, Portugal,
Sept. 1-5, 2014.
hal-01012083
S. Sahnoun and P. Comon,
``Tensor polyadic decomposition for
antenna array processing,''
In 21st Int. Conf. Comput. Stat
(CompStat), Geneva, Aug. 19-22,
2014. hal-00986973.
S. Sahnoun and P. Comon,
``Deterministic Blind
Identification in Antenna Array
Processing,''
In 8th IEEE SAM Workshop, A
Coruna, Spain, June 22-25, 2014
hal-00957357.
H. Becker, L. Albera, P. Comon, R.
Gribonval, F. Wendling, and I. Merlet,
``A Performance Study of various
Brain Source Imaging Approaches,''
In ICASSP, pp. 5910--5914,
Firenze, Italy, May 4-9, 2014
hal-00990273.
I. Kopriva, J-P. Royer, N.
Thirion-Moreau, and P. Comon,
``Error Analysis of Low-rank
Three-Way tensor Factorization
Approach to Blind Source Separation,''
In ICASSP, pp. 3210--3214,
Firenze, Italy, May 4-9, 2014
hal-00990255.
P. Comon, K. Minaoui, A. Rouijel, and D.
Aboutajdine,
``Performance Index for Tensor
Polyadic Decompositions,'' In 21th
EUSIPCO conference, Marrakech,
Sept. 9-13, 2013.
hal-00842864
M. Niknazar, H. Becker, B. Rivet, C.
Jutten, and P. Comon,
``Robust 3-way Tensor Decomposition
and Extended State Kalman Filtering to
Extract Fetal ECG,'' In 21th
EUSIPCO conference, Marrakech,
Sept. 9-13 2013.
hal-00866674
S. Icart and P. Comon,
``Some Properties of Laurent
Polynomial Matrices,'' In 9th IMA
International Conference on
Mathematics in Signal Processing,
Birmingham, December~17-20 2012. hal-00747253
A. L. F. de Almeida, X. Luciani, and P.
Comon,
``Fourth-Order CONFAC Decomposition
Approach for Blind Identification of
Underdetermined Mixtures,''
In EUSIPCO, Bucharest,
August~27-31 2012
hal-00725297.
H. Becker, P. Comon, and L. Albera,
``Tensor-based preprocessing of
combined EEG/MEG data,''
In EUSIPCO, Bucharest, August~27-31
2012
hal-00725280.
J.-P. Royer, N. Thirion-Moreau, and P. Comon,
``Nonnegative 3-way tensor factorization
taking into account possible missing data,''
In EUSIPCO, Bucharest, August~27-31 2012
hal-00725289.
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, Tlemcen, Algeria,
October~10-11 2012.
J-P. Royer, P. Comon, and N. Thirion-Moreau,
``Nonnegative 3-way tensor factorization via
conjugate gradient with globally optimal
stepsize,''
In ICASSP'2011, pp. 4040--4043, Prague,
May~22-27 2011. hal-00641052
J-P. Royer, P. Comon, and N. Thirion-Moreau,
``Computing the nonnegative 3-way tensor
factorization using Tikhonov regularization,''
In ICASSP'2011, pp. 2732--2735, Prague,
May~22-27 2011. hal-00641065
A. Bernardi, J. Brachat, P. Comon, and B. Mourrain,
``Multihomogeneous Polynomial Decomposition
using Moment Matrices,''
In Proc. 36th international symposium on
Symbolic and algebraic computation (ISSAC 11),
San Jose, USA, 2011. ACM Press. hal inria-00638837
A. L. F. de Almeida, P. Comon, and X. Luciani,
``Deterministic Blind Separation of Sources
Having Different Symbol Rates Using Tensor-Based
Parallel Deflation,''
In 9th Int. Conf. Latent Variable Analysis,
Saint Malo, September~27-30 2010. hal-00540504
J. Coloigner, L. Albera, A. Karfoul, A.
Kachenoura, and P. Comon,
``Nonnegative ICA
with application to magnetic resonance
spectroscopic imaging,''
In 9th Int. Conf. Latent Variable Analysis,
Saint Malo, September~27-30 2010.
L. Galluccio, O. Michel, and P. Comon,
``Clustering on Manifolds with Dual-Rooted Minimal
Spanning Trees,''
In EUSIPCO'2010, Aalborg, DK,
August~23-27 2010. hal-00492745
H. Becker, P. Comon, L. Albera, M. Haardt, and I.
Merlet,
``Multiway Analysis for Source
Localization and Extraction,''
In EUSIPCO'2010, Aalborg, DK,
August~23-27 2010.
hal-00501845
J. P. Royer, Comon, N. Thirion, S. Mounier, R.
Redon, H. Zhao, C. Potot, and G Feraud,
``Water Analysis with the Help of Tensor Canonical
Decompositions,''
In RUnsUd, pp. 407-410, Nice,
March~23-25 2010.
P. Comon, M. Sorensen,
and E. Tsigaridas,
``Decomposing tensors with
structured matrix factors reduces to rank-1
approximations,''
In ICASSP'2010, Dallas, March~14-19
2010. hal-00490248
A. L. F. De Almeida, X. Luciani, and P. Comon,
``Blind Identification of Underdetermined Mixtures
Based on the Hexacovariance and Higher-Order
Cyclostationarity,''
In IEEE SSP'09, Cardiff, UK, Aug. 31 -
Sep. 3 2009. hal-00435913
V. Zarzoso and P. Comon,
``Automated
Extraction of Atrial Fibrillation Activity from
the Surface ECG Using Independent Component
Analysis in the Frequency Domain,''
In Medical Physics and Biomedical
Engineering World congress, Munchen,
September~7-12 2009. hal-00435947
L. ALBERA, A. KACHENOURA, A. KARFOUL, P. COMON,
and L. SENHADJI,
``One decade of biomedical
problems using ICA: a full comparative study,''
In Medical Physics and Biomedical
Engineering World congress, Munchen,
September~7-12 2009. hal-00435951
C. E. R. FERNANDES, P. COMON, and G. FAVIER,
``Blind order detection and parameter estimation
of MISO-FIR channels,''
In 8th International Conference On
Independent Component Analysis and Signal
Separation (ICA'2009), Paraty, Bresil,
March15-18 2009. hal-00417566. Full-length paper:
hal-00420044
A. STEGEMAN and P. COMON,
``Subtracting a
best rank-1 approximation does not necessarily
decrease tensor rank,''
In EUSIPCO'09, Glasgow, Scotland,
August~24-28 2009. hal-00435877
A. KARFOUL, L. ALBERA, and P. COMON,
``Canonical decomposition of even order Hermitian
positive semi-definite arrays,''
In EUSIPCO'09, Glasgow, Scotland,
August~24-28 2009. hal-00435886
J. BRACHAT, P. COMON, B. MOURRAIN, and E.
TSIGARIDAS,
``Symmetric tensor
decomposition,''
In EUSIPCO'09, Glasgow, Scotland,
August~24-28 2009. hal-00435908
M. SORENSEN, P. COMON, S. ICART, and L. DENEIRE,
``Approximate tensor diagonalization by
invertible transforms,''
In EUSIPCO'09, Glasgow, Scotland,
August~24-28 2009. hal-00435893
M. SORENSEN, P. COMON, S. ICART, and L. DENEIRE,
``PARAFAC2 Receivers for Orthogonal Space-Time
Block Codes,''
In IEEE Int. Conference on Communications
(ICC'09), June~14-18, 2009. hal-00435902
L. GALLUCCIO, O. MICHEL, and P. COMON,
``Arbres de recouvrement minimaux duaux et
application a la segmentation non supervisee,''
In GRETSI, Dijon, September~8-11 2009.
hal-00435935
A. GOSH, E. TSIGARIDAS, M. DESCOTEAUX, P. COMON,
B. MOURRAIN, and R. DERICHE,
``A Polynomial
Based Approach to Extract the Maxima of an
Antipodally- Symmetric Spherical Function and its
Application to Extract Fiber Directions from the
Orientation Distribution Function,'' n 11th
International Conference on Medical Image
Computing and Computer Assisted Intervention
(MICCAI), New York, September~6-10 2008.
Computational Diffusion MRI Workshop. PDFhal-00340600
In Mike E. Davies, Christopher J. James, Samer
A. Abdallah, and Mark D. Plumbley, editors, ICA'07,
volume 4666 of Lecture notes in Computer
Sciences, pp. 9--16, London, UK,
September~9-12 2007. Springer. hal-00327652
In IEEE-ATHOS Workshop on Higher-Order
Statistics, pp. 217--221, Begur, Spain,
12--14 June 1995.
P. COMON and B. EMILE,
``Estimation of Time
Delays in the Blind Mixture Problem,''
In EUSIPCO 94, pp. 482--485, Edinburgh,
Scotland, September 13-16 1994.
B. EMILE, P. COMON, and J. LEROUX,
``Estimation of time delays between wide-band
sources,''
In IEEE-ATHOS Workshop on Higher-Order
Statistics, pp. 111--115, Begur, Spain,
12--14 June 1995.
P. COMON, J. L. VOZ, and M. VERLEYSEN,
``Estimation of performance bounds in supervised
classification,''
In M. Verleysen, editor, ESANN-European
Symposium on Artificial Neural Networks, pp.
37-42, 45 rue Masui, B-1210 Brussels, Belgium,
April 20-22 1994. D~facto Publ.
P. COMON and B. MOURRAIN,
``Decomposition
of Quantics in Sums of Powers,''
In SPIE conference on Advanced Signal
Processing V, pp. 93--104, San Diego,
July~24--29 1994
In M. Blanke and T. Soderstrom, editors, IFAC-SYSID,
10th IFAC Symposium on System Identification,
volume 1, pp. 77--82, Copenhagen, Denmark, July
4-6 1994. invited session. PDF file here,
or at hal-00561523.
In XIV\`eme Colloque Gretsi, pp. 125--128, 13-16 Septembre 1993.
PDF file
P. COMON, G. BIENVENU, and T. LEFEBVRE,
``Supervised Design of Optimal Receivers,''
In J. M. F. Moura and I. M. G. Lourtie,
editors, Acoustic Signal Processing for Ocean
Exploration Processing and Ocean Exploration,
pp. 547-552. Kluwer Academic Publishers, 1993
Proceedings of the NATO Advanced Study
Institute on Acoustic Signal Processing and Ocean
Exploration, July 26-Aug. 7, 1992, Madeira,
Portugal.
E. CHAUMETTE, P. COMON, and D. MULLER,
``Application of ICA to airport surveillance,''
In IEEE Signal Processing Workshop on
High-Order Statistics, pp. 210--214, South
Lake Tahoe, California, June 7-9 1993.
C. JUTTEN and P. COMON,
``Neural Bayesian
classifier,''
In A. Prito J. Mira, J. Cabestany, editor, New
Trends in Neural Computation, pp. 119--124,
Stiges, Spain, June~9--11 1993. Springer Verlag
Proceedings of the IWANN93 Conference.
P. COMON,
``Independent Component Analysis, and the
Diagonalization of Symmetric Tensors,''
In H. Dedieu, editor, European Conference
on Circuit Theory and Design -- ECCTD, pp.
185-190, Davos, Aug 30-Sept 3 1993. Elsevier
invited session.
P. COMON,
``Displacement Rank of
Pseudo-Inverses,''
In IEEE International Conference on
Acoustics, Speech and Signal Processing - ICASSP,
volume V, pp. 49--52, San Francisco, March~23-26
1992.
P. COMON,
``Blind Identification in
Presence of Noise,''
In Proc. European Signal Processing Conf.
EUSIPCO, pp. 835--838, Brussels, Aug 24 - 27
1992.
P. COMON and G. BIENVENU,
``Detection et
Estimation supervisees,''
In XVi\`eme Colloque Gretsi, pp.
277--280, Juan les Pins, 16--20 Sept 1991.
J. F. CARDOSO and P.
COMON,
``Tensor-Based Independent Component
Analysis,''
In Proc. European Signal Processing Conf.
EUSIPCO, pp. 673--676, Barcelona, Spain,
September 18-21 1990.
P. COMON,
``High-Order Separation,
Application to Detection and Localization,''
In Proc. European Signal Processing Conf.
EUSIPCO, pp. 277--280, Barcelona, Spain,
September 18-21 1990.
P. COMON and J. F. CARDOSO,
``Eigenvalue Decomposition of a Cumulant Tensor with Applications,''
In SPIE Conference on Advanced Signal Processing Algorithms, pp. 361--372, San Diego, California, July 10-12 1990. Architectures and
Implementations, vol.1348.
DOI: 10.1117/12.23492. HAL: hal-01045246
P. COMON,
``Separation of Stochastic Processes,''
In Proc. Workshop on Higher-Order Spectral Analysis, pp. 174--179, Vail, Colorado, June 28-30 1989. IEEE-ONR-NSF.
``Separation of Sources using High-Order Cumulants,''
In SPIE Conference on Advanced Algorithms and Architectures for Signal Processing, pp. 170--181, San Diego, California, August
8-10 1989. vol. Real-time signal processing XII. PDF file.
DOI: 10.1117/12.962275.
HAL: hal-04098655
P. COMON,
``Separation de melanges de
signaux,''
In XII\`eme Colloque Gretsi, pp.
137--140, Juan les Pins, 12 -16 juin 1989.
P. COMON,
``Statistical Approach to the
Jutten-Herault Algorithm,''
In NATO Workshop on Neuro-Computing,
Les Arcs, France, Feb.~27-March 3 1989.
Republished in: Neurocomputing, Algorithms,
Architectures and Applications, F.Fogelman and J.
Herault editors, NATO ASI series, Springer Verlag,
1990, pp81--88.
P. COMON,
``Fast Updating of a Low-rank
Approximate to a Varying Hermitian Matrix,''
In 22nd Asilomar Conference, pp.
358--362, Pacific Grove, November~2-4 1988.
P. COMON,
``Fast Computation of a
Restricted Subset of Eigenpairs of a Varying
Hermitian Matrix,''
In NATO ASI on Num. Linear Algebra, Digital
Sig.Proc. and Parallel Algorithms, Leuven,
Belgium, August 1988. Republished in: Numerical
Linear Algebra, Digital Signal Processing and
Parallel Algorithms, G.H. Golub and P. VanDooren
editors, Springer Verlag, NATO ASI series vol.
F70, 1991, pp457--466.
P. COMON,
``Adaptive Computation of a few
Extreme Eigenpairs of a Positive Definite
Hermitian Matrix,''
In European Signal Processing Conference
EUSIPCO, pp. 647--650, Grenoble, France,
September~5-8 1988.
P. COMON and T. KAILATH,
``An Array
Processing Technique using the First Principal
Component,''
In First International Workshop on SVD and
Signal Processing, September 1987
Extended version published in: SVD and Signal
Processing, E.F. Deprettere editor, North Holland,
1988, 301--316.
E. MOISAN and P. COMON,
``Ponderations
variables pour les filtres en treillis
adaptatifs,''
In XIe Colloque GRETSI, pp. 309--312,
Nice, 1-5 juin 1987.
P. COMON and J. L. LACOUME,
``About Capon
Estimator Optimality,''
In Third Workshop on Spectrum Estimation
and Modeling, Boston, November~17-18 1986.
P. COMON and J. L. LACOUME,
``Signal
Estimation using a Reception Model,''
In International Symposium EUSIPCO, The
Hague, Netherlands, September~2-5 1986.
P. COMON and J. L. LACOUME,
``A Robust
Adaptive Filter for Noise Reduction Problems,''
In IEEE International Conference on
Acoustics, Speech and Signal Processing - ICASSP,
pp. 2599--2602, Tokyo, Japan, April~7-11 1986.
P. COMON and G. LEJEUNE,
``Extrapolation de
signaux lacunaires,''
In IXeme Colloque Gretsi, pp. 199--203,
Nice, 16-20 mai 1983.
(conferences in invited sessions are not listed in this section but in the Conferences section if
published, or in the Unpublished
communications section otherwise).
For various reasons, I do not attend conferences abroad since 2010.
P.Comon, ``A brief introduction to tensors'', GdR ISIS, June 17, 2019, Paris.
P.Comon, ``Tenseurs: utilité et applications'', Académie des sciences, Journée IMT, 22 Nov. 2018, Paris.
P. Comon, ``Tensors: a tool for data science?'', Workshop Data Science in the Alps, March 20, 2018, stade des Alpes, Grenoble. video. Organized by the Data Institute of Univ. Grenoble Alpes.
P. Comon, ``Existence of the best low-rank tensor
approximate'', Int. Workshop on Organic Matter
Spectroscopy (WOMS
'2013), Toulon, 16-19 July 2013. invited
P. Comon, ``Décompositions tensorielles et
applications'', GdR ISIS, tutorial,
Paris, 16 jan 2013.
P. Comon, ``Tensors in Signal Processing,'' European
Signal Processing Conference, Aalborg, DK,
August~23-27 2010. EUSIPCO'2010.
Invited plenary.
P. Comon, ``Tensor decompositions viewed from
different fields,'' Workshop on Tensor
Decompositions and Applications (TDA
2010), Bari, Italy, September~13-17 2010. Opening
plenary.
P. Comon, ``When Tensor Decomposition meets
Compressed Sensing,'' 9th Int. Conf. Latent Variable
Analysis (LVA'2010),
Saint Malo, France, September~27-30 2010. Invited
keynote. slides
and video
P. Comon, ``Tensor decomposition can reduce to
rank-one approximations,'' 26th GAMM on Tensor
Approximations and High-Dimensional Problems,
Max-Planck-Institute for Mathematics in the Sciences,
February~22-24 2010. invited.
P. COMON, ``Tensors,
usefulness and unexpected properties,'' In IEEE
Workshop on Statistical Signal Processing (SSP'09),
Cardiff, UK, Aug. 31 - Sep. 3 2009. pp.781--788. Keynote address. hal-00417258
P. COMON, ``Tensor decompositions in statistical
signal processing,'' European Workshop on Challenges
in Modern Massive Data Sets (EMMDS'09), Technical
University of Denmark, Copenhaguen, July~1-4 2009.
invited.
P. COMON, ``Tensor decompositions in
Engineering,''
American Institute of
Mathematics (AIM)
Workshop on Geometry and representation theory of
tensors for computer science, statistics and other
areas, AIM Research Conference Center (ARCC), Palo
Alto, CA, July~21-25 2008. invited. hal-00339493
P. COMON, ``Independent Component Analysis and
Steganography,'' Third Wavila Challenge,
Watermarking Virtual Laboratory workshop, Saint
Malo, June 14 2007. invited.
P. COMON, ``Independent Component Analysis viewed as
a Tensor Decomposition,'' Workshop on Algorithms for
Modern Massive Datasets (MMDS)),
Stanford, June 24, 2006. invited.
P. COMON, ``Algebraic Blind Techniques,'' IEEE
CAMSAP, Puerto Vallarta, Mexico, 13 Dec. 2005.
invited plenary. Unpublished.
P. COMON and B. MOURRAIN, ``Tensor Ranks,
and some properties of Tensor Spaces,''IEE-SIAM
Workshop on Tensor Decompositions and Applications
(TDA), Luminy, France, Aug. 30 2005. Tutorial.
Unpublished but slides available (link above).
P. COMON, ``Blind Matrix Identification by
Statistical Matching,'' In Int. Workshop on Matrices
in Statistics and Optimization (MSO-PMAA'04),
Luminy, 2004. Invited. Unpublished.
P. COMON, ``Block Methods for Channel Identification
and Source Separation,'' In IEEE Symposium on
Adaptive Systems for Sig. Proc. Comm. Contr., pp.
87--92, Lake Louise, Alberta, Canada, Oct. 1-4 2000,
invited plenary. Download the PS file or the PDF file
P. COMON, ``Cumulant tensors''IEEE
SP Workshop on HOS, Banff, Canada, July 21-23,
1997 Keynote address.
P. COMON, ``Analyse en Composantes Independantes,''
Invited conference, Institut Henri Poincaré,
Paris, 16 November 1995.
P. COMON, ``Supervised
Classification, a Probabilistic Approach,''
In
Verleysen, editor, ESANN-European Symposium on
Artificial Neural Networks, pp. 111--128,
Brussels, Apr 19-21 1995. D facto Publ. PS Invited
plenary. PDF
P. COMON, ``Independent
component analysis,'' In Proc. Int. Sig. Proc.
Workshop on Higher-Order Statistics, pp. 111--120,
Chamrousse, France, July 10-12 1991. Keynote address.
Republished in Higher-Order Statistics,
J.L.Lacoume ed., Elsevier, 1992, pp 29--38.
``Tensor decompositions: principles and application to Food Sciences,''
In Moussaoui Jutten, Duarte, editor, Source Separation in
Physical-Chemical Sensing, Wiley, 2023,
CH.6. Preprint: hal-03367935.
M. Jouni and M. Dalla Mura and L. Drumetz and P. Comon,
``Multifeature Hyperspectral Unmixing Based on Tensor Decomposition,''
2023. Preprint: hal-03480890.
Z. Long and C. Zhu and J. Liu and Y. Liu and P. Comon,
``Nonnegative Tensor Ring Decomposition and Its Applications to Image Completion'',
2023. Preprint: hal-03781546.
E. Sobhani and P. Comon and C. Jutten and M. Babaie-Zadeh,
``SFBS: A Forward-Backward Splitting algorithm for constrained tensor decomposition'',
2023. Preprint: hal-02929348.
H. Becker, G. Birot, L. Albera, I. Merlet, P. Comon, R. Gibronval and F. Wendling,
``Brain source IMaging Algorithms (BIMA),'', May, 2016
Logiciel de localisation de sources cérébrales distribuées, IDDN.FR.001.200011.000.S.P.2016.000.31230;
Agence pour la Protection des Programmes (APP), Paris
L. ALBERA, A. FERREOL, P. COMON, and
P. CHEVALIER,
``Procede d'identification et de separation autodidacte de
melanges de sources aux ordres superieurs,'', April 1st, 2003
patent registered for Thales
Communications, FR 03.04041.
European extension: EP-1-477-907-A1. US extension: US2004/0260522-A1.
P. COMON,
``Method and device for blind
equalization of a communication
channel,'', May 1998
Patent no~9806709, registered for
Eurecom.
P. COMON,
``Method and Device for the
estimation of a signal propagating
through a multipath channel,'',
June 1996
Patent registrated for
Thomson-CSF, no~9607858.
P. COMON,
``Procede
et Dispositif d'Estimation Aveugle
de Retards
Differentiels,'',
1993
Patent registrated for
Thomson-Sintra, no~9410325.
P. COMON,
``Method and Device for
Real-time Signals Separation,'',
1989.
Patent registrated for
Thomson-CSF, January 1990,
no~9000436. International extension
confirmed on March, 1992.
C. Prevost, K. Usevich, E. Chaumette, D. Brie, and P. Comon,
``On the efficiency of blind and non-blind estimation for coupled LL1
tensor models using the randomly-constrained Cramer-Rao bound,''
2021
Preprint: hal-03504402.
J. Li, K. Usevich, and P. Comon,
``Gradient based block coordinate descent algorithms for joint approximate
diagonalization of matrices,''
In 18th Annual Meeting of CSIAM, Changsha, Hunan, China, Oct. 29 -
Nov. 1 2020.
E. Sobhani, P. Comon, C. Jutten, and M. Babaie-Zadeh,
``FBS4: A Forward-Backward Splitting algorithm for constrained tensor decomposition,''
2020, hal-02929348.
K. Usevich, J. Li and P. Comon
``Global convergence of Jacobi-type algorithms for symmetric tensor diagonalization,''
Jul. 24-28, 2017, ILAS'2017, Iowa State University, USA,
abstract
K. Usevich and P. Comon
``Hankel and Quasi-Hankel Matrix Completion: Performance of the Nuclear Norm Relaxation,''
Aug. 4, 2017, SIAM conf. on Applied Algebraic Geometry, Georgia Tech, Atlanta, USA},
abstract
Y. Qi, L.-H. Lim, P. Comon and K. Ye,
``Connectedness of tensor rank and multilinear rank,''
Jul. 11-15, 2016, ILAS'2016, Leuven.
abstracts
P. Comon, Y. Qi and K. Usevich
``A polynomial formulation for joint decomposition of symmetric tensors of different orders,''
Jan. 18-22, 2016, Workshop on Tensor Decompositions and Applications (TDA), Leuven, Belgium.
K. Usevich and P. Comon,
``Quasi-Hankel low-rank matrix completion: a convex relaxation,''
Workshop on Low-rank Optimization and Applications, Bonn, June 8-12 2015.
P. Comon,
``Low-rank Tensor approximations,''
Trilateral Workshop on Separation of variables and Applications (SVA),
La Colle sur Loup, France, Sept.
8-10, 2010.
P. Comon,
``Computing structured tensor decompositions in polynomial time,''
16th Conference of the International Linear Algebra Society
(ILAS), Pisa, Italy. June 21-25, 2010. invited session
P. Comon,
``Polyadic tensor decomposition with
structured factors,''
Dipartimento di Matematica, Universita
di Firenze, Italy.
Jun 21, 2010. invited seminar
L.-H. Lim and P. Comon,
``Multilinear algebra in machine
learning and signal processing'',
Minisymposium ``Numerical multilinear
algebra: a new beginning'', in 6th
International Congress on Industrial
and Applied Mathematics (ICIAM).
July 17, 2007. Zurich.
P. Comon,
``Canonical Tensor Decompositions,''
ARCC Workshop on Tensor
Decompositions, Palo Alto, CA,
July 18--24 2004. Invited.
see: I3S report, June 2004.
P. Comon,
``Blind Identification of Linear
Mixtures based on Characteristic
Functions,''
International Workshop on
Matrices and Statistics,
Bedwelo, Poland, Aug. 18--21 2004.
P. Comon and B. Emile,
``Estimation de temps de retard \`a
l'aide de cumulants,''
In Journee signal de Cergy,
pp. 18--20, ENSEA, Cergy, 2 fev 1995.
Ch.Jutten, F. Blayo, J. Cabestany, Y. Cheneval, P. Comon and M. Verleysen,
``Enhanced learning for evolutive neural architectures (ELENA),''
Louvain la Neuve, April 1995. D facto Publ., Brussels.
P. Comon,
``Diagonalisation of symmetric
tensors,''
Invited conference, EPFL, Lausanne,
4 November 1994.
P. COMON,
``Wavefields separation: Neural
networks versus batch methods,''
In EAPG Workshop on
Multichannel Filtering of Seismic
Data, Paris, June 1992
invited talk. Proceedings of
abstracts only.
P. COMON,
``Structured matrices and their
inverses,''
In IMA Workshop on Linear
Algebra for Signal Processing,
Minneapolis, April~6-10 1992
invited talk. Full version
published in 1995 by Springer.
P. COMON,
``Distributed Detection and
Estimation,''
In ESPRIT BRA Workshop on
Neural Networks and Artificial
Vision, Chamrousse, France,
January~29-30 1991
J. H. De Goulart and P. Comon, "Non-iterative low-multilinear-rank tensor approximation with application to decomposition in rank-(1,L,L) terms", 2017, hal-01516167
P. Comon and L.-H. Lim,
``Sparse Representations and Low-Rank Tensor Approximation,''
Research Report ISRN I3S/RR-2011-02-FR, I3S, Sophia Antipolis, France, February 2011. hal-00703494.
L. Galluccio, O. Michel, P. Comon, E. Slezak, and A. Hero,
``Initialization Free Graph Based Clustering,''
Research Report ISRN I3S/RR-2009-08-FR, I3S, Sophia Antipolis, France, May 2009.
hal-00418623.
V. Zarzoso and P. Comon,
``Robust Independent Component Analysis,''
Research Report ISRN I3S/RR-2009-02-FR, I3S, Sophia Antipolis, France, March 2009.
P. Comon, X. Luciani, and A. Lima Ferrer de Almeida,
Research Report ISRN I3S/RR-2006-29-FR, I3S, Sophia Antipolis, France, September 2006.
P. Comon,
``Canonical Tensor Decompositions,''
Research Report RR-2004-17, I3S, Sophia Antipolis, June 17, 2004.
P. Comon,
"Blind Separation of Convolutive Mixtures, A Partial Joint
Diagonalization Approach",
I3S Resarch report
RR-2002-04-FR, Projet ASTRE - Mars 2002.
P. Comon, ``Contrasts, Independent Component Analysis, and Blind Deconvolution'',
I3S Research Report RR-2003-06, March 2003. Published in International Jour. Adapt. Control Sig. Proc. April 2004. See: hal-00542916.
P.Comon,
``Contrasts for Multichannel Blind Deconvolution,''
Research report no 95-44, I3S-CNRS, 8 september 1995.
Mathematical Sciences Research
Institute (MSRI),
Univ. Berkeley, CA, July~16-18 2008
invited courses.
P. COMON,
``Blind techniques,''
CAPES-COFECUB, Univ. Campinas and
Univ. Fortaleza, Brasil, February~19-28
2008
invited courses.
P. COMON, Communications numeriques,
notes de cours, 1999-2004.
This work is licensed under a Creative
Commons License. Revised version
being republished as a booklet: see the Books section.
P. COMON and C. JUTTEN,
``Neural classifiers, Courses
notes,''
Neuro-Nimes, October 1993.
P. COMON and J. L. LACOUME,
``Statistiques d'Ordres Supeieurs
pour le Traitement du Signal,''
Ecole Predoctorale de Physique, Les
Houches, 30 aout - 10 septembre 1993
L. De Lathauwer and P. Comon,
``Blind source separation and multichannel deconvolution'',
Signal processing, Elsevier, vol.73, no.1-2, 1999.
Editorial.
P. COMON,
``Quelques Developpements Recents en
Traitement du Signal,''
Habilitation a Diriger les
Recherches, Universite de Nice, UFR
Sciences, 18 sept 1995. tel-00473197