@article{Albughdadi_Media_2016,
  author = {M. Albughdadi, L Chaari, J.-Y Tourneret, F Forbes, P Ciuciu},
  title = {Hemodynamic Brain Parcellation Using A Non-Parametric Bayesian Approach},
  journal = {Medical Image Anlysis},
  year = {2016},
  month = {},
  pages = {},
  number = {},
  volume = {},
  note = {Submitted}
  }
@article{Laruelo_2016,
  author = {A. Laruelo, L. Chaari, J.-Y. Tourneret, H. Batatia, S. Ken, B. Rowland, R. Ferrand, A. Laprie},
  title = {Spectral-spatial regularization to improve MRSI quantification},
  journal = {NMR in Biomedicine},
  year = {2016},
  month = {},
  pages = {},
  number = {},
  volume = {},
  note = {Accepted}
  }
@article{Chaari_TMI_2016,
  author = {L. Chaari, S. Badillo, T. Vincent, G. Dehaene-Lambertz, F. Forbes, P. Ciuciu},
  title = { Subject-level Joint Parcellation-Detection-Estimation in fMRI},
  journal = {IEEE Transactions on Medical Imaging},
  year = {2016},
  month = {},
  pages = {},
  number = {},
  volume = {},
  note = {Submitted}
  }
@inproceedings{Chaari_icassp_2014,
  author = {L. Chaari and Hadj Batatia and Nicolas Dobigeon and J.-Y. Tourneret},
  title = {A hierarchical sparsity-smoothness Bayesian model for l0 + l1 + l2 regularization},
  booktitle = {IEEE International Conference Acoustics, Speech, and Signal (ICASSP)},
  year = {2014},
  address = {Florence, Italy},
  month = {May 4 - 9},
  owner = {Lotfi}
  pdf = {http://lotfi-chaari.net/downloads/ICASSP_Chaari_2014.pdf}
}
@incollection{chaari_JDE_book,
  editor = {J.-F. Giovannelli and J. Idier},
  booktitle = {M\'ethodes d'inversion appliqu\'ees au traitement du signal et de l'image},
  year = {2013},
  month = {Nov.},
  author = {P. Ciuciu and F. Forbes and T. Vincent and L. Chaari},
  title = {D\'etection-estimation conjointe en {IRM} fonctionnelle},
  publisher = {Hermes Science Publishing}
}
@patent{Chaari_patent_2011,
  title = {Method for performing parallel magnetic resonance imaging},
  author = {L. Chaari and J.-C. Pesquet and S. M\'eriaux and P. Ciuciu},
  institution = {Univ. Marne-la-Vall\'ee and NeuroSpin-CEA},
  year = {2012},
  month = {March},
  number = {PCT/IB2011/002330},
  filing_num = {PCT/IB2011/002330},
  note = {PCT/IB2011/002330},
  type = {Patent}
}
@article{Chaari_frontiers_2014,
  author = {T. Vincent and S. Badillo and L. Risser and L. Chaari and C. Bakhous and F. Forbes and P. Ciuciu},
  title = {Flexible multivariate hemodynamics fMRI data analyses and simulations with PyHRF},
  journal = {Frontiers in Neuroscience},
  year = {2014},
  month = {},
  note = {doi: 10.3389/fnins.2014.00067},
  pdf = {http://lotfi-chaari.net/downloads/frontiers_CHAARI_14.pdf}
}
@article{Chaari_tsp_2016,
  author = {F. Costa and H. Batatia and L. Chaari and J.-Y. Tourneret},
  title = {Sparse EEG Source Localization using Bernoulli Laplacian Priors},
  journal = {IEEE Transactions on Biomedical Engineering},
  year = {2016},
  month = {},
  note = {accepted},
  pdf = {http://lotfi-chaari.net/downloads/tsp_CHAARI_16.pdf}
}
@article{Chaari_tsp_2016,
  author = {L. Chaari and J.-Y. Tourneret and C. Chaux and H. Batatia},
  title = {A Hamiltonian Monte Carlo Method for Non-Smooth Energy Sampling},
  journal = {IEEE Transactions on Signal Processing (IEEE TSP)},
  year = {2014},
  month = {},
  note = {Accepted},
  pdf = {http://lotfi-chaari.net/downloads/tsp_CHAARI_16.pdf}
}
@article{Chaari_magma_2014,
  author = {L. Chaari and P. Ciuciu and S. M\'eriaux and J.-Ch. Pesquet},
  title = {Spatio-temporal wavelet regularization for parallel MRI reconstruction: application to functional MRI},
  journal = {Magnetic Resonance Materials in Physics, Biology and Medicine (MAGMA)},
  year = {2014},
  pages = {509-529},
  volume = {27},
  number ={6},
  note = {DOI: 10.1007/s10334-014-0436-5},
  pdf = {http://lotfi-chaari.net/downloads/magma_CHAARI.pdf}
}
@article{Chaari_TMI_2012,
  author = {L. Chaari and T. Vincent and F. Forbes and M. Dojat and P. Ciuciu},
  title = { Fast joint detection-estimation of evoked brain activity in event-related fMRI using a variational approach},
  journal = {IEEE Transactions on Medical Imaging},
  year = {2013},
  month = {May},
  pages = {821-837},
  number = {5},
  volume = {32},
  pdf = {http://lotfi-chaari.net/downloads/JDE_CHAARI_IEEE_TMI_2012.pdf}
}
@article{Chaari_TSP_2010,
  author = {L. Chaari and J.-C. Pesquet and J.-Y. Tourneret and P. Ciuciu and A. Benazza-Benyahia},
  title = {A Hierarchical {B}ayesian Model For Frame Representation},
  journal = {IEEE Transactions on Signal Processing},
  year = {2010},
  month = {Nov.},
  pages = {5560-5571},
  number = {11},
  volume = {58},
  pdf = {http://lotfi-chaari.net/downloads/CHAARI_TSP_2010.pdf}
}
@article{Chaari_MEDIA_2010,
  title = {A wavelet-based regularized reconstruction algorithm for {SENSE} parallel {MRI} with applications to neuroimaging},
  author = {L. Chaari and J.-C. Pesquet and A. Benazza-Benyahia and P. Ciuciu},
  journal = {Medical Image Analysis},
  year = {2011},
  pages = {185--201},
  volume = {15},
  number = {2},
  month = {Nov.},
  pdf = {http://lotfi-chaari.net/downloads/CHAARI_MEDIA_2010.pdf}
}
@article{TS_2012,
  title = {OPTIMED : Optimisation it\'erative pour la r\'esolution de probl\`emes inverses de grande taille},
  author = {L. Chaari and E. Chouzenoux and N. Pustelnik and C. Chaux and S. Moussaoui},
  journal = {Traitement du Signal},
  year = {2011},
  volume = {28},
  number = {3-4},
  pdf = {http://lotfi-chaari.net/downloads/OPTIMED.pdf}
}
@inproceedings{Chaari_mecbme_2014,
  author = { L. Chaari, H. Batatia and J.-Y. Tourneret},
  title = { Sparse Bayesian Image Restoration with Linear Operator Uncertainties with Application to EEG Signal Recovery},
  booktitle = {Middle East Conference on Biomedical Engineering (MECBME)},
  year = {2014},
  address = {Doha, Qatar},
  month = {February, 17-20},
  pages ={},
  note = {accepted},
  owner = {Lotfi},
  pdf = {http://lotfi-chaari.net/downloads/Chaari_mecbme_2014.pdf}
}
  @inproceedings{Chaari_eusipco_2015,
  author = {L. Chaari, J.-Y. Tourneret and C. Chaux},
  title = {Sparse signal recovery using a Bernouilli generalized Gaussian prior},
  booktitle = {European Signal Processing Conference ({EUSIPCO})},
  year = {2015},
  address = {Nice, France},
  month = {August 31- September 4},
  owner = {Lotfi},
  pdf = {http://lotfi-chaari.net/downloads/Chaari_eusipco_2015.pdf}
  }
@inproceedings{Albughdadi_eusipco_2014,
  author = {M. Albughdadi, L. Chaari, F. Forbes, J.-Y. Tourneret and P. Ciuciu},
  title = {Model Selection For Hemodynamic Brain Parcellation in fMRI},
  booktitle = {European Signal Processing Conference ({EUSIPCO})},
  year = {2014},
  address = {Lisbon, Portugal},
  month = {September, 1-5},
  owner = {Lotfi},
  pdf = {http://lotfi-chaari.net/downloads/Albughdadi_eusipco_2014.pdf}
}
@inproceedings{Chaari_eusipco_2013,
  author = { L. Chaari, J.-Y. Tourneret  and H. Batatia},
  title = {Sparse Bayesian regularization using Bernoulli-Laplacian priors},
  booktitle = {European Signal Processing Conference ({EUSIPCO})},
  year = {2013},
  address = {Marrkech, Morocco},
  month = {September, 9-13},
  owner = {Lotfi},
  pdf = {http://lotfi-chaari.net/downloads/Chaari_eusipco_2013.pdf}
}
@inproceedings{Laruelo_2013,
  author = {A. Laruelo and L. Chaari and H. Batatia and S. Ken and B. Rowland and J.-Y. Tourneret and A. Laprie},
  title = {Hybrid Sparse Regularization for Magnetic Resonance Spectroscopy},
  booktitle = {{IEEE I}nternational {C}onference of {E}ngineering in {M}edicine and {B}iology Society ({EMBC})},
  year = {2013},
  address = {Osaka, Japan},
  month = {July, 3-7},
  pages ={},
  note = {accepted},
  owner = {Lotfi},
  pdf = {http://lotfi-chaari.net/downloads/Laruelo_2013_EMBC.pdf}
}
@inproceedings{Bakhous_2012,
  author = {C. Bakhous and F. Forbes and T. Vincent and L. Chaari and M. Dojat
	and P. Ciuciu},
  title = {Adaptive experimental condition selection in event-related f{MRI}},
  booktitle = {{IEEE I}nternational {S}ympsium on {B}iomedical {I}maging (ISBI)},
  year = {2012},
  address = {Barcelona, Spain},
  month = {Mai, 2-5},
  pages ={1755-1758},
  owner = {Lotfi},
  timestamp = {2009.03.07},
  pdf = {http://lotfi-chaari.net/downloads/ISBI_2012_Bakhous.pdf}
}
@inproceedings{Chaari_icip_09,
  author = {L. Chaari and A. Benazza-Benyahia and J.-C. Pesquet and P. Ciuciu},
  title = {Wavelet based parallel {MRI} regularization using bivariate sparsity
	promoting priors},
  booktitle = {IEEE International Conference on Image Processing (ICIP)},
  year = {2009},
  pages = {460-464},
  address = {Cairo, Egypt},
  month = {November 7-11},
  pdf = {http://lotfi-chaari.net/downloads/ICIP09_Chaari.pdf}
}
@inproceedings{Chaari_ismrm_09,
  author = {L. Chaari and P. Ciuciu and A. Benazza-Benyahia and J.-C. Pesquet},
  title = {Performance of three parallel {MRI} reconstruction mthods in the
	presence of coil sensitivity map errors},
  booktitle = {International Society for Magnetic Resonance in Medicine (ISMRM)
	Meeting},
  year = {2009},
  address = {Honolulu, USA},
  month = {April 18-24},
  pdf = {http://lotfi-chaari.net/downloads/ISMRM_CHAARI_09.pdf}
}
@inproceedings{Chaari_ssp_11,
  author = {L. Chaari and F. Forbes and P. Ciuciu and T. Vincent and M. Dojat},
  title = {Bayesian Variational Approximation for the Joint Detection Estimation
	of Brain Activity in f{MRI}},
  booktitle = {IEEE Workshop on Statistical Signal Processing (SSP)},
  year = {2011},
  address = {Nice, France},
  month = {June, 28-30},
  pdf = {http://lotfi-chaari.net/downloads/SSP_CHAARI_JDE_2011.pdf}
}
@inproceedings{Chaari_MICCAI_2011,
  author = {L. Chaari and F. Forbes and T. Vincent and P. Ciuciu},
  title = {Hemodynamic-informed parcellation of f{MRI} data in a
  variational joint detection estimation framework},
  booktitle = {MICCAI},
  series = {LNCS 7512},
  pages = {180-188},
  publisher = {Springer Verlag Berlin Heidelberg} 
  year = {2012},
  address = {Nice, France},
  month = {October},
  pdf = {http://lotfi-chaari.net/downloads/MICCAI_2012_Chaari.pdf}
}
@inproceedings{Chaari_ICIP_2012,
  author = {L. Chaari and F. Forbes and T. Vincent and P. Ciuciu},
  title = {Robust voxel-wise Joint Detection Estimation of brain activity in f{MRI}},
  booktitle = {ICIP},
  year = {2012},
  address = {Orlando, USA},
  month = {September 30 - October 3}
  pages = {1273-1276}
  pdf = {http://lotfi-chaari.net/downloads/ICIP_Chaari_2012.pdf}
}
@inproceedings{Chaari_MICCAI_2011,
  author = {L. Chaari and F. Forbes and T. Vincent and M. Dojat and P. Ciuciu},
  title = {Variational Solution to the Joint Detection Estimation of Brain Activity in f{MRI}},
  booktitle = {MICCAI},
  series = {LNCS 6892 (Part II)},
  pages = {260--268},
  publisher = {Springer Verlag Berlin Heidelberg} 
  year = {2011},
  address = {Toronto, Canada},
  month = {September},
  pdf = {http://lotfi-chaari.net/downloads/MICCAI_2011_CHAARI.pdf}
}
@inproceedings{Chaari_isbi_11,
  author = {L. Chaari and S. M\'eriaux and S. Badillo and P. Ciuciu and J.-C.
	Pesquet},
  title = {{3D} wavelet-based regularization for parallel {MRI} reconstruction:
	impact on subject and group-level statistical sensitivity in f{MRI}},
  booktitle = {In IEEE International Sympsium on Biomedical Imaging ({ISBI})},
  year = {2011},
  pages = {460-464},
  address = {Chicago, USA},
  month = {March 30-April 2},
  pdf = {http://lotfi-chaari.net/downloads/ISBI2011_CHAARI.pdf}
}
@inproceedings{Chaari_hbm_10,
  author = {L. Chaari and S. M\'eriaux and J.-C. Pesquet and P. Ciuciu},
  title = {Impact of the parallel imaging reconstruction algorithm on the statistical
	sensitivity in f{MRI}},
  booktitle = {16th Annual Meeting of the Organization for Human Brain Mapping},
  year = {2010},
  address = {Barcelona, Spain},
  month = {June 6-10},
  pdf = {http://lotfi-chaari.net/downloads/poster_HBM_Chaari.pdf}
}
@inproceedings{Chaari_isabel_10,
  author = {L. Chaari and S. M\'eriaux and J.-C. Pesquet and P. Ciuciu},
  title = {Impact of the parallel imaging reconstruction algorithm on brain
	activity detection in f{MRI}},
  booktitle = {International Symposium on Applied Sciences in Biomedical and Communication
	Technologies},
  year = {2010},
  address = {Roma, Italy},
  month = {November, 7-10},
  pdf = {http://lotfi-chaari.net/downloads/ISABEL2010_Chaari.pdf}
}
@inproceedings{Chaari_spars_09,
  author = {L. Chaari and J.-C. Pesquet and A. Benazza-Benyahia and P. Ciuciu},
  title = {Minimization of a sparsity promoting criterion for the recovery of
	complex-valued signals},
  booktitle = {Signal Processing with Adaptive Sparse Structured Representations
	Workshop (SPARS)},
  year = {2009},
  address = {Saint-Malo, France},
  month = {April 6-9},
  pdf = {http://lotfi-chaari.net/downloads/SPARS_CHAARI_09.pdf}
}
@inproceedings{chaari_isbi_08,
  author = {L. Chaari and J.-C. Pesquet and A. Benazza-Benyahia and P. Ciuciu},
  title = {{A}utocalibrated Parallel {MRI} Reconstruction in the Wavelet Domain},
  booktitle = {{IEEE I}nternational {S}ympsium on {B}iomedical {I}maging (ISBI)},
  year = {2008},
  pages = {756--759},
  address = {Paris, France},
  month = {May 14-17},
  journal = {IEEE ISBI},
  owner = {chaari},
  pdf = {http://lotfi-chaari.net/downloads/ISBI08_Chaari.pdf}
}
@inproceedings{Chaari_ssp_11b,
  author = {L. Chaari and J.-C. Pesquet and J.-Y. Tourneret and P. Ciuciu},
  title = {Parameter estimation for Hybrid Wavelet-Total Variation regularization},
  booktitle = {IEEE Workshop on Statistical Signal Processing (SSP)},
  year = {2011},
  address = {Nice, France},
  month = {June, 28-30},
  pdf = {http://lotfi-chaari.net/downloads/SSP_CHAARI_2011.pdf}
}
@inproceedings{Chaari_icassp_2010,
  author = {L. Chaari and J.-C. Pesquet and J.-Y. Tourneret and P. Ciuciu and
	A. Benazza-Benyahia},
  title = {A Hierarchical Bayesian Model For Frame Representation},
  booktitle = {IEEE International Conference Acoustics, Speech, and Signal (ICASSP)},
  year = {2010},
  pages = {4086-4089},
  address = {Dallas, USA},
  month = {March 14 - 19},
  owner = {Lotfi},
  timestamp = {2009.03.07},
  pdf = {http://lotfi-chaari.net/downloads/ICASSP_Chaari_2010.pdf}
}
@inproceedings{Chaari_spie_09,
  author = {L. Chaari and N. Pustelnik and C. Chaux and J.-C. Pesquet},
  title = {Solving inverse problems with overcomplete transforms and convex
	optimization techniques},
  booktitle = {Society of Photo-optical Instrumentation Engineers (SPIE) Conference},
  year = {2009},
  address = {San Diego, USA},
  month = {August 2-6},
  pdf = {http://lotfi-chaari.net/downloads/SPIE09_CHAARI.pdf}
}
@inproceedings{chaari_sfds_11,
  author = {L. Chaari and F. Forbes and P. Ciuciu and T. Vincent and M. Dojat},
  title = {A Variational Bayesian approach for the Joint Detection Estimation of Brain Activity in functional {MRI}},
  booktitle = {Journ\'ees de Statistique de la Soci\'et\'e Fran\c aise de Statistique (SFdS)},
  year = {2011},
  address = {Tunis, Tunisia},
  month = {May 23 - 27},
  pdf = {http://lotfi-chaari.net/downloads/SFDS2011_CHAARI.pdf}
}
@inproceedings{chaari_sfds_12,
  author = {L. Chaari and F. Forbes and T. Vincent and P. Ciuciu},
  title = {Parcel-free Joint Detection-Estimation in f{MRI}},
  booktitle = {Journ\'ees de Statistique de la Soci\'et\'e Fran\c aise de Statistique (SFdS)},
  year = {2012},
  address = {Brussels, Belgium},
  month = {May 21 - 25},
  pdf = {http://lotfi-chaari.net/downloads/SFDS2012_CHAARI.pdf}
}
@inproceedings{bakhous_sfds_12,
  author = {C. Bakhous and F. Forbes and T. Vincent and L. Chaari and M. Dojat and P. Ciuciu},
  title = {S\'election de variable dans un cadre bay\'esien de traitement de données {IRM} fonctionnelle},
  booktitle = {Journ\'ees de Statistique de la Soci\'et\'e Fran\c aise de Statistique (SFdS)},
  year = {2012},
  address = {Brussels, Belgium},
  month = {May 21 - 25},
  pdf = {http://lotfi-chaari.net/downloads/SFDS_2012_Bakhous.pdf}
}