Last modified:

January 15, 2022




Refereed Journal Papers :


- Y. Znyied, K. Usevich, S. Miron, D. Brie,   Tensor-based framework for training flexible neural networks, Neural Networks, 2021 [ submitted ] (arXiv:2106.13542 )

- J. Flamant, S. Miron, D. Brie,   A general framework for constrained convex quaternion optimization, IEEE Transactions on Signal Processing, Vol. 70, pp. 254-267, 2021, DOI:10.1109/TSP.2021.3137746 (arXiv:2102.02763)

- S. Miron, M. Diop, A. Larue, E. Robin and D. Brie,  Boolean decomposition of binary matrices using a post-nonlinear mixture approach, Signal Processing, Vol. 178, January 2021 ( pdf preprint) (Python files)

- S. Miron, Y. Zniyed, R. Boyer, A. de Almeida, G. Favier, D. Brie, P. Comon,   Tensor methods for multisensor signal processing, IET Signal Processing, Vol. 14, Issue 10, pp. 693 - 709, 2020 (pdf preprint)

- L. Nus, S. Miron, and D. Brie,   An ADMM-based algorithm with minimum dispersion constraint for on-line blind unmixing of hyperspectral images, Chemometrics and Intelligent Laboratory Systems, Vol.204, 2020 (pdf preprint)

- J. Flamant, S. Miron, D. Brie,  Quaternion non-negative matrix factorization: definition, uniqueness and algorithm, IEEE Transactions on Signal Processing, Vol. 68, Issue 1, pp. 1870 - 1883, 2020 (pdf)

- X. Guo, S. Miron, Y. Yang, S. Yang,   Second-order cone programming with probabilistic regularization for robust adaptive beamforming, J. Acoust. Soc. Am. 141, EL199 (2017) (pdf) ( URL)

-X. Guo, S. Miron, Y. Yang, S. Yang,   An upper bound for the directivity index of superdirective acoustic vector sensor arrays, J. Acoust. Soc. Am. 140, EL410 (2016) (pdf) (URL)

- X. Guo, S. Yang, S. Miron,   Low-frequency beamforming for a miniaturized aperture three-by-three uniform rectangular array of acoustic vector sensors, J. Acoust. Soc. Am. 138, 3873 (2015) (pdf) (URL)

- S. Miron, Y. Song, D. Brie, K.T. Wong,   A multilinear approach of direction finding using a sensor-array with multiple scales of spatial invariance, IEEE Transactions on Aerospace and Electronic Systems, Vol. 51, Issue 3, pp. 2057-2070, 2015 (pdf)

- D. Parrello, C. Mustin, D. Brie, S. Miron, P. Billard,   Multicolor whole-cell bacterial sensing using a synchronous fluorescence spectroscopy-based approach, PLoS ONE, Vol. 10, Issue 3, 2015 (Web link)

- D. Brie, R. Klotz, S. Miron, S. Moussaoui, C. Mustin, Ph. Bécuwe, S. Grandemange,   Joint analysis of flow cytometry data and fluorescence spectra as a non-negative array factorization problem, Chemometrics and Intelligent Laboratory Systems, Vol. 137, pp. 21-32, 2014 (pdf )

- R. Boyer, S. Miron,   Study of the Asymptotic Cramér-Rao Bound for the COLD Uniform Linear Array, Physical Communication, Vol.5, Issue 4, pp. 296-307, 2012 (pdf)

- X. Guo, S. Miron, D. Brie,  The effect of polarization separation on the performance of Candecomp/Parafac-based vector sensor array processing, Physical Communication, Vol. 5, Issue 4, pp. 289-295, 2012 (pdf )

- X. Guo, S. Miron, D. Brie, A. Stegeman,  Uni-Mode and Partial Uniqueness Conditions for CANDECOMP/PARAFAC of Three-Way Arrays with Linearly Dependent Loadings, SIAM Journal on Matrix Analysis and Applications, Vol.33, Issue 1, pp. 111-129, 2012 (pdf)

- X. Guo, S. Miron, D. Brie, S. Zhu, X. Liao,  A CANDECOMP/PARAFAC perspective on uniqueness of DOA estimation using a vector sensor array, IEEE Transactions on Signal Processing, Vol. 59, Issue 7, pp. 3475 - 3481, 2011 (pdf )

- S. Miron, M. Dossot, C. Carteret, S. Margueron, D. Brie,  Joint processing of the parallel and crossed polarized Raman spectra and uniqueness in blind nonnegative source separation, Chemometrics and Intelligent Laboratory Systems, Vol. 105, Issue 1, pp. 7-18, 2011 (pdf )

- J. I. Mars, J. Guillon, S. Miron, V. Grulier, C. Picard,  Séparation des composantes compressibles et incompressibles dans un champ de pression pariétale, Traitement du Signal, Vol. 25, No. 4, pp. 346-356, 2008

- N. Le Bihan, S. Miron, J. Mars, MUSIC algorithm for vector-sensors array using biquaternions, IEEE Transactions on Signal Processing, Vol. 55, Issue 9, pp. 4523-4533, 2007 (pdf )

- S. Miron, N. Le Bihan, J. Mars, Quaternion- MUSIC for vector-sensor array processing, IEEE Transactions on Signal Processing, Vol. 54, Issue 4, pp. 1218-1229, 2006 (pdf )

- S. Miron, N. Le Bihan, J. Mars, Vector-sensor MUSIC for polarized sources localization, EURASIP Journal on Applied Signal Processing, Vol. 2005, Issue 1, pp. 74-84, 2005 (pdf )

Book Chapter :

- D. Brie, S. Moussaoui, S. Miron, C. Carteret and M. Dossot,   Bayesian Positive Source Separation for Spectral Mixture Analysis, in Resolving Spectral Mixtures With Applications from Ultrafast Time-Resolved Spectroscopy to Super-Resolution Imaging, edited by Elsevier Science Limited, pp. 279-307, 2016, ISBN 978-0-444-63638-6

- S. Miron and D.Brie,  Some Rank Conditions for the Identifiability of the Sparse Paralind Model, in Latent Variable Analysis and Signal Separation, edited by Springer International Publishing, pp. 41-48, 2015, ISBN 978-3-319-22481-7 (pdf preprint)

- S. Miron, X. Guo and D. Brie,  Vector sensor array processing for polarized sources using a quadrilinear representation of the data, in Signal processing, edited by INTECH, pp. 19-36, 2010, ISBN 978-953-7619-91-6 (Web link)

Refereed Conference Papers :

- Y. Zniyed, K. Usevich, S. Miron, and D. Brie,  Tensor-based approach for training flexible neural networks, ASILOMAR 2021, Pacific Grove, California, US, Oct 31 - Nov 3, 2021

- Y. Zniyed, K. Usevich, S. Miron, and D. Brie,  Learning nonlinearities in the decoupling problem with structured CPD, IFAC SYSID 2021, Padova, Italy, July 13 - 16, 2021

- L. Nus, S. Miron, B. Jaillais, S. Moussaoui, and D. Brie,  A semi-supervised rank tracking algorithm for on-line unmixing of hyperspectral images, ICASSP 2020, Barcelona, Spain, May 4 - 8, 2020

- Y. Zniyed, S. Miron, R. Boyer, D. Brie,  Uniqueness of Tensor Train Decomposition with Linear Dependencies , CAMSAP 2019, Guadeloupe, France, Dec 15-18, 2019
(pdf)
- J. Flamant, S. Miron, D. Brie,  Quaternion Non-negative Matrix Factorization: a new tool for spectropolarimetric imaging , CAMSAP 2019, Guadeloupe, France, Dec 15-18, 2019
(pdf)
- M. Diop, S. Miron, A. Larue, D. Brie,  Binary matrix factorization applied to Netflix dataset analysis, IFAC-TA 2019, Chengdu, China, Sep 25 - 27, 2019

- L. Nus, S. Miron, D. Brie,  Démélange d’images hyperspectrales à l’aide de la NMF en-ligne avec contrainte de dispersion minimale , GRETSI 2019, Lille, France, Aug 26-29, 2019

- J. Flamant, S. Miron, D. Brie,  Factorisation en matrices quaternioniques non-négatives : un nouvel outil pour l'imagerie spectro-polarimétrique, GRETSI 2019, Lille, France, Aug 26-29, 2019

- Y. Zniyed, S. Miron, R. Boyer, D. Brie,  Uniqueness of Tensor Train Decomposition with Linear Dependencies, GRETSI 2019, Lille, France, Aug 26-29, 2019

- M. Diop, S. Miron, A. Souloumiac, D. Brie,  Boolean CP decomposition of binary tensors: uniqueness and algorithm, ICASSP 2019, Brighton, UK, May 12 - 17, 2019

- L. Nus, S. Miron, D. Brie,   Estimation of the regularization parameter of an on-line NMF with minimum volume constraint , IEEE SAM 2018, Sheffield, UK, July 8-11, 2018

- L. Nus, S. Miron, D. Brie,   On-line blind unmixing for hyperspectral pushbroom imaging systems , IEEE SSP 2018, Freiburg, Germany, June 10-13, 2018

- B. Jaillais, K. Meghar, L. Nus, S. Miron, D. Brie, S. Moussaoui,  Unsupervised processing of hyperspectral images, Chimiométrie 2018, Paris, France, January 30 - 31, 2018

- M. Diop, A. Larue, S. Miron, D. Brie,  A post-nonlinear mixture model approach to binary matrix factorization, EUSIPCO 2017, Kos Island, Greece, August 28 -September 2, 2017 (pdf)

- M. Diop, A. Larue, S. Miron, D. Brie,  Factorisation en matrices binaires par modèle de mélange post non-linéaire, GRETSI 2017, Juan-les-Pins, France, Sept. 5-8, 2017

- M.-A. Bisch, S. Miron, D. Brie, D. Le Jeune,  A sparse approach for DOA estimation with a multiple spatial invariance sensor array, IEEE SSP 2016, Palma de Mallorca, Spain, June 26-29, 2016 (pdf)

- M.-A. Bisch, S. Miron, D. Brie, D. Le Jeune,  Estimation parcimonieuse des directions d'arrivées pour les antennes multi-échelle, GRETSI 2015, Lyon, France, Sept. 8-11, 2015

- D. Brie, S. Miron, Ph. Bécuwe, S. Grandemange,   A non-negative multilinear block tensor decomposition approach to flow cytometry data analysis, MLSP 2014, Reims, France, September 21-24, 2014

- S. Miron, Y. Song, D. Brie, K.T. Wong  CANDECOMP/PARAFAC (CP) direction finding with multi-scale array, CAMSAP 2013, Saint Martin, France, December 15-18, 2013 (pdf)

- M. Boizard, G. Ginolhac, F. Pascal, S. Miron, P. Forster,  Numerical performance of a Tensor MUSIC algorithm based on HOSVD for a mixture of polarized sources, EUSIPCO 2013, Marrakech, Marocco, September 9-13, 2013

- Y. Merah, S. Miron, D. Brie,  Estimation de la direction d'arrivée des sources polarisées avec un capteur électromagnétique à six composantes non-localisées, GRETSI 2013, Brest, France, September 3-6, 2013

- Y. Merah, S. Miron, D. Brie,  A generalized acquisition scheme for vector cross-product direction finding with spatially spread vector-sensor components, ICASSP 2013, Vancouver, Canada, May 26-31, 2013 (pdf)

- A. L. F. de Almeida, A. Y. Kibangou, S. Miron, D. C. Araújo,  Joint data and connection topology recovery in collaborative wireless sensor networks, ICASSP 2013, Vancouver, Canada, May 26-31, 2013

- F. Caland, S. Miron, D. Brie, C. Mustin, A blind sparse approach for estimating constraint matrices in Paralind data models, EUSIPCO 2012, Bucharest, Romania, Aug. 27-31, 2012

- F. Caland, S. Miron, D. Brie, C. Mustin, Estimation de la réponse de biosenseurs par l'analyse des signaux spectraux multivariés, GRETSI 2011, Bordeaux, France, Sept. 5-8, 2011

- X. Guo, S. Miron, D. Brie, A. Stegeman, Identifiabilité partielle de mélanges trilinéaires de sources linéairement dépendantes, GRETSI 2011, Bordeaux, France, Sept. 5-8, 2011

- F. Caland, S. Miron, D. Brie, C. Mustin,  A CANDECOMP/PARAFAC approach to the estimation of environmental pollutant concentrations using biosensors, IEEE SSP 2011, Nice, France, June 28-30, 2011

- S. Miron, D. Brie, M. Dossot, C. Carteret,  Micro-crystal orientations estimation in polarized Raman microscopy using an acquisition scheme with multiple diversities, IEEE SSP 2011, Nice, France, June 28-30, 2011

- D. Brie, S. Miron, F. Caland, C. Mustin,  An uniqueness condition for the 4-way CANDECOMP/PARAFAC model with collinear loadings in three modes, ICASSP 2011, Prague, Czech Republic, May 22-27, 2011 (pdf )

- X. Guo, S. Zhu, S. Miron, D. Brie, Approximate joint diagonalization by nonorthogonal nonparametric Jacobi transformations, ICASSP 2010, Dallas, Texas, U.S.A., March 15-19, 2010 (Matlab files)

- X. Guo, S. Miron, D. Brie, Identifiabilité du mélange de sources polarisées : le cas où le nombre de capteurs est inférieur au nombre de sources, GRETSI 2009, Dijon, France, September 8 - 11, 2009

- S. Miron, D. Brie, M. Dossot, B. Humbert, On the modeling and processing of polarization in Raman spectroscopy, IEEE WHISPERS 2009, Grenoble, France, 26 - 28 August, 2009

- C. Soussen, S. Miron, F. Caland, D. Brie, P. Billard, C. Mustin, Complexity reduction by convex cone detection for unmixing hyperspectral images of bacterial biosensors, EUSIPCO 2009, Glasgow, Scotland, August 24 - 28, 2009

- S. Miron, X. Guo, D. Brie, DOA estimation for polarized sources on a vector-sensor array by PARAFAC decomposition of the fourth-order covariance tensor, EUSIPCO 2008, Lausanne, Switzerland, August 25 - 28, 2008

- X. Guo, S. Miron, D. Brie, Identifiability of the PARAFAC model for polarized source mixture on a vector sensor array, ICASSP 2008, Las Vegas, Nevada, U.S.A., March 30 -April 4, 2008

- X. Guo, S. Miron, D. Brie, Three-way array analysis on polarized signals for direction-finding and blind source separation, IAR 2007, Grenoble, France, Nov. 15-16, 2007

- J. Guillon, S. Miron, N. Le Bihan, M. Pachebat, C. Picard, J. Mars, Séparation des composantes compressible et incompressible d'un champ de pression pariétal, GRETSI 2007, Troyes, France, Sept. 11-14, 2007

- S. Miron, N. Le Bihan, J. Mars, High Resolution vector-sensor array processing based on biquaternions, ICASSP 2006, Toulouse, France, May 14-19, 2006

- S. Miron, N. Le Bihan, J. Mars, Etude des performances du modèle quaternionique en traitement d’antenne vectorielle, GRETSI 2005, Louvain-la-Neuve, Belgium, Sept. 6-9, 2005

- S. Miron, N. Le Bihan, J. Mars, High-resolution vector-sensor array processing using quaternions, IEEE Workshop Statistical Signal Processing, Bordeaux, July 17-20, 2005

- S. Miron, N. Le Bihan, J. Mars, Polarized source characterization using vector-MUSIC, EUSIPCO'04, Vienna, Austria, Sept. 2004

- S. Miron, N. Le Bihan, J. Mars, Joint estimation of direction of arrival and polarization parameters for multicomponent sensor array, 66th EAGE Conference & Exhibition, Paris, 7-10 June 2004

- S. Miron, M. Guillon, N. Le Bihan, J. Mars, Multidimensional signal processing using quaternions, Third International Symposium on Physics in Signal and Image Processing, PSIP 03, Grenoble, 29-31 January 2003


Ph.D. Thesis :

Méthodes multilinéaires et hypercomplexes en traitement d’antenne multicomposante haute résolution (fr), Institut National Polytechnique de Grenoble (pdf)