Single subject prediction of brain disorders in neuroimaging: Promises and pitfalls, NeuroImage, 2016. ,
Unified segmentation, NeuroImage, vol.26, issue.3, pp.839-851, 2005. ,
Convex optimization with sparsity-inducing norms, Optimization for Machine Learning, 2011. ,
URL : https://hal.archives-ouvertes.fr/hal-00937150
A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems, SIAM Journal on Imaging Sciences, vol.2, issue.1, pp.183-202, 2009. ,
Smoothing and first order methods: A unified framework, SIAM Journal on Optimization, vol.22, issue.2, pp.557-580, 2012. ,
Convex Analysis and Nonlinear Optimization: Theory and Examples, CMS Books in Mathematics, 2006. ,
Distributed optimization and statistical learning via the alternating direction method of multipliers. Foundations and Trends in Machine Learning, vol.3, pp.1-122, 2011. ,
On the convergence of the iterates of the "fast iterative shrinkage/thresholding algorithm, Journal of Optimization Theory and Applications, vol.166, issue.3, pp.968-982, 2015. ,
Smoothing proximal gradient method for general structured sparse regression, The Annals of Applied Statistics, vol.6, issue.2, pp.719-752, 2012. ,
Alzheimer's Disease Neuroimaging Initiative. Automatic classification of patients with alzheimer's disease from structural MRI: a comparison of ten methods using the ADNI database, NeuroImage, vol.56, issue.2, pp.766-781, 2011. ,
Structured Sparse Principal Components Analysis with the TV-Elastic Net Penalty, IEEE Transactions on Medical Imaging, issue.99, pp.1-1, 2017. ,
URL : https://hal.archives-ouvertes.fr/cea-01883278
Bertrand Thirion, and Gal Varoquaux. Speeding-up model-selection in GraphNet via early-stopping and univariate feature-screening, 2015. ,
Bertrand Thirion, and Gal Varoquaux. Benchmarking solvers for TV-l1 least-squares and logistic regression in brain imaging, Pattern Recognition in Neuroimaging (PRNI), 2014. ,
Predictive support recovery with TV-Elastic Net penalty and logistic regression: An application to structural MRI, 2014 International Workshop on Pattern Recognition in Neuroimaging, pp.1-4, 2014. ,
URL : https://hal.archives-ouvertes.fr/cea-01016145
A comparison of alternative tests of significance for the problem of m rankings, The Annals of Mathematical Statistics, vol.11, issue.1, pp.86-92, 1940. ,
The clinical use of structural MRI in alzheimer disease, Nature reviews. Neurology, vol.6, issue.2, pp.67-77, 2010. ,
Identifying Predictive Regions from fMRI with TV-L1 Prior, 2013 International Workshop on Pattern Recognition in Neuroimaging (PRNI), pp.17-20, 2013. ,
URL : https://hal.archives-ouvertes.fr/hal-00839984
Interpretable whole-brain prediction analysis with GraphNet, NeuroImage, vol.72, pp.304-321, 2013. ,
Multivariate Decoding and Brain Reading ,
, NeuroImage, vol.56, issue.2, pp.385-850, 2011.
A method for generating realistic correlation matrices, Annals of Applied Statistics, vol.7, issue.3, pp.1733-1762, 2013. ,
Edouard Duchesnay, and Fouad Hadj-Selem. Simulated data for linear regression with structured and sparse penalties: Introducing pylearn-simulate, Accepted in Journal of Statistical Software. Preprint ,
Sparse coding for machine learning, image processing and computer vision, 2010. ,
URL : https://hal.archives-ouvertes.fr/tel-00595312
Total Variation Regularization for fMRI-Based Prediction of Behavior, IEEE Transactions on Medical Imaging, vol.30, issue.7, pp.1328-1340, 2011. ,
Excessive Gap Technique in Nonsmooth Convex Minimization, SIAM Journal on Optimization, vol.16, issue.1, pp.235-249, 2005. ,
Smooth minimization of non-smooth functions, Mathematical Programming, vol.103, issue.1, pp.127-152, 2005. ,
Convergence Rates of Inexact Proximal-Gradient Methods for Convex Optimization, NIPS'11-25 th Annual Conference on Neural Information Processing Systems, 2011. ,
URL : https://hal.archives-ouvertes.fr/inria-00618152
Regression shrinkage and selection via the lasso, Journal of the Royal Statistical Society (Series B), vol.58, pp.267-288, 1996. ,
FAASTA: A fast solver for total-variation regularization of illconditioned problems with application to brain imaging, Colloque GRETSI, 2015. ,
URL : https://hal.archives-ouvertes.fr/hal-01247388
An ADMM Algorithm for a Class of Total Variation Regularized Estimation Problems, 2012. ,