Consistency of learning algorithms using Attouch-Wets convergence. (English)
Optimization 61, No. 1-3, 287-305 (2012).
1
Solving structured sparsity regularization with proximal methods. (English)
Balcázar, José Luis (ed.) et al., Machine learning and knowledge discovery in databases. European conference, ECML PKDD 2010, Barcelona, Spain, September 20‒24, 2010. Proceedings, Part II. Berlin: Springer (ISBN 978-3-642-15882-7/pbk). Lecture Notes in Computer Science 6322. Lecture Notes in Artificial Intelligence, 418-433 (2010).
2
A regularization approach to nonlinear variable selection (English)
Journal of Machine Learning Research - Proceedings Track 9, 653-660 (2010).
3
Solving structured sparsity regularization with proximal methods (English)
ECML/PKDD (2), 418-433 (2010).
4
A primal-dual algorithm for group sparse regularization with overlapping groups (English)
NIPS, 2604-2612 (2010).
5
Feature selection for high-dimensional data. (English)
Comput. Manag. Sci. 6, No. 1, 25-40 (2009).
6
A method for robust variable selection with significance assessment (English)
ESANN, 83-88 (2008).
7
Dimensionality reduction and generalization (English)
ICML, 657-664 (2007).
8
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