Extracting brain regions from rest fmri with total-variation constrained dictionary learning, Medical Image Computing and ComputerAssisted Intervention-MICCAI 2013-16th International Conference, pp.607-615, 2013. ,
URL : https://hal.archives-ouvertes.fr/hal-00853242
Cortical surface-based analysis: Ii: Inflation, flattening, and a surface-based coordinate system, NeuroImage, vol.9, issue.2, pp.195-207, 1999. ,
The cortical signature of prodromal ad: regional thinning predicts mild ad dementia, Neurology, vol.72, pp.1048-1055, 2009. ,
A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems, SIAM Journal on Imaging Sciences, vol.2, issue.1, pp.183-202, 2009. ,
5: Correlation of components scores with ADAS test performance ,
Fast gradient-based algorithms for constrained total variation image denoising and deblurring problems, IEEE Trans. Image Processing, vol.18, issue.11, pp.2419-2434, 2009. ,
Smoothing and first order methods: A unified framework, SIAM Journal on Optimization, vol.22, issue.2, pp.557-580, 2012. ,
Cerebral activity associated with auditory verbal hallucinations: a functional magnetic resonance imaging case study, Journal of psychiatry & neuroscience: JPN, vol.27, issue.2, p.110, 2002. ,
Convex Analysis and Nonlinear Optimization: Theory and Examples, CMS Books in Mathematics, 2006. ,
, Convex Optimization, 2004.
Neuropathological stageing of alzheimer-related changes, Acta Neuropathologica, vol.82, issue.4, pp.239-259, 1991. ,
Vergleichende lokalisationslehre der grosshirnrinde in ihren prinzipien dargestellt auf grund des zellenbaues, 1909. ,
Brain atrophy associated with baseline and longitudinal measures of cognition, Neurobiology of aging, vol.32, issue.4, pp.572-580, 2011. ,
Cortical surfacebased analysis: I. segmentation and surface reconstruction, NeuroImage, vol.9, issue.2, pp.179-194, 1999. ,
A Direct Formulation for Sparse PCA Using Semidefinite Programming, SIAM Review, vol.49, issue.3, pp.434-448, 2007. ,
The biochemical pathway of neurofibrillary degeneration in aging and alzheimers disease, Neurology, vol.52, issue.6, pp.1158-1158, 1999. ,
Measures of the amount of ecologic association between species, Ecology, vol.26, pp.297-302, 1945. ,
Differential effects of aging and alzheimer's disease on medial temporal lobe cortical thickness and surface area, Neurobiology of aging, vol.30, pp.432-440, 2009. ,
Speedingup model-selection in GraphNet via early-stopping and univariate feature-screening, 2015. ,
URL : https://hal.archives-ouvertes.fr/hal-01147731
Predictive support recovery with TV-Elastic Net penalties and logistic regression: an application to structural MRI, Proceedings of the fourth International Workshop on Pattern Recognition in Neuroimaging, 2014. ,
Identifying sparse connectivity patterns in the brain using resting-state fmri, Neuroimage, vol.105, pp.286-299, 2015. ,
Distributed hierarchical processing in the primate cerebral cortex, Cerebral cortex, vol.1, issue.1, pp.1-47, 1991. ,
The clinical use of structural MRI in Alzheimer disease, Nat Rev Neurol, vol.6, issue.2, pp.67-77, 2010. ,
Interpretable whole-brain prediction analysis with GraphNet, NeuroImage, vol.72, pp.304-321, 2013. ,
Zhu, and the Alzheimers Disease Neuroimaging Initiative. Spatially weighted principal component analysis for imaging classification, Journal of Computational and Graphical Statistics, vol.24, pp.274-296, 2015. ,
, An Iterative Smoothing Algorithm for Regression with Structured Sparsity, 2016.
Comparison of different mri brain atrophy rate measures with clinical disease progression in ad, Neurology, vol.62, issue.4, pp.591-600, 2004. ,
Cortical activations during auditory verbal hallucinations in schizophrenia: a coordinatebased meta-analysis, American Journal of Psychiatry, vol.168, issue.1, pp.73-81, 2011. ,
The neurodynamic organization of modality-dependent hallucinations, Cerebral Cortex, pp.1108-1117, 2013. ,
Structured sparse principal component analysis, International Conference on Artificial Intelligence and Statistics (AISTATS), 2010. ,
URL : https://hal.archives-ouvertes.fr/hal-00414158
A Modified Principal Component Technique Based on the LASSO, Journal of Computational and Graphical Statistics, vol.12, issue.3, pp.531-547, 2003. ,
Generalized Power Method for Sparse Principal Component Analysis, J. Mach. Learn. Res, vol.11, pp.517-553, 2010. ,
Predicting Cognitive Data from Medical Images Using Sparse Linear Regression, Information processing in medical imaging : proceedings of the ... conference, vol.23, pp.86-97, 2013. ,
Including signal intensity increases the performance of blind source separation on brain imaging data, IEEE transactions on medical imaging, vol.34, issue.2, pp.551-563, 2015. ,
Deflation Methods for Sparse PCA, Advances in Neural Information Processing Systems 21, pp.1017-1024, 2009. ,
Sparse coding for machine learning, image processing and computer vision, 2010. ,
Online Learning for Matrix Factorization and Sparse Coding, J. Mach. Learn. Res, vol.11, pp.19-60, 2010. ,
URL : https://hal.archives-ouvertes.fr/inria-00408716
Alzheimers Disease Neuroimaging Initiative, et al. Regional rates of neocortical atrophy from normal aging to early alzheimer disease, Neurology, vol.73, issue.6, pp.457-465, 2009. ,
Sparse regularization techniques provide novel insights into outcome integration processes, NeuroImage, vol.104, pp.163-176, 2015. ,
Smooth minimization of non-smooth functions, Mathematical Programming, vol.103, issue.1, pp.127-152, 2005. ,
Generalized Sparse Classifiers for Decoding Cognitive States in fMRI, SpringerLink, pp.108-115, 2012. ,
The myeloarchitectonic studies on the human cerebral cortex of the vogt-vogt school, and their significance for the interpretation of functional neuroimaging data, Brain Structure and Function, vol.218, issue.2, pp.303-352, 2013. ,
Scikit-learn: Machine learning in Python, Journal of Machine Learning Research, vol.12, pp.2825-2830, 2011. ,
URL : https://hal.archives-ouvertes.fr/hal-00650905
Joint sparse representation of brain activity patterns in multi-task fmri data, IEEE transactions on medical imaging, vol.34, issue.1, pp.2-12, 2015. ,
,
, IEEE TRANSACTIONS ON MEDICAL IMAGING, vol.13
, Volumetric mri and cognitive measures in alzheimer disease, Journal of neurology, vol.255, issue.4, pp.567-574, 2008.
Making group inferences using sparse representation of resting-state functional mri data with application to sleep deprivation, Human Brain Mapping, vol.38, issue.9, pp.4671-4689, 2017. ,
A nonparametric method for automatic correction of intensity nonuniformity in mri data, IEEE Trans Med Imaging, vol.17, pp.87-97, 1998. ,
Mapping hippocampal and ventricular change in alzheimer disease, NeuroImage, vol.22, issue.4, pp.1754-1766, 2004. ,
Regularized Principal Component Analysis for Spatial Data, 2015. ,
A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis, Biostatistics, vol.10, issue.3, pp.515-534, 2009. ,
Smoothing proximal gradient method for general structured sparse regression, The Annals of Applied Statistics, vol.6, issue.2, pp.719-752, 2012. ,
Sparse Principal Component Analysis, Journal of Computational and Graphical Statistics, vol.15, issue.2, pp.265-286, 2006. ,