Learning with Kernels, 2002. ,
Kernel Methods for Pattern Analysis, Camb. U. P, 2004. ,
DOI : 10.1017/CBO9780511809682
On model selection consistency of Lasso, J. Mach. Learn. Res, vol.7, pp.2541-2563, 2006. ,
Consistency of the group Lasso and multiple kernel learning, 2008. ,
URL : https://hal.archives-ouvertes.fr/hal-00164735
Multiple kernel learning, conic duality, and the SMO algorithm, Twenty-first international conference on Machine learning , ICML '04, 2004. ,
DOI : 10.1145/1015330.1015424
Grouped and hierarchical model selection through composite absolute penalties, Annals of Statistics, 2008. ,
Composite kernel learning, Proceedings of the 25th international conference on Machine learning, ICML '08, pp.1040-1047, 2008. ,
DOI : 10.1145/1390156.1390287
URL : https://hal.archives-ouvertes.fr/hal-00316016
The effect of the input density distribution on kernel-based classifiers, Proc. ICML, 2000. ,
More efficiency in multiple kernel learning, Proceedings of the 24th international conference on Machine learning, ICML '07, 2007. ,
DOI : 10.1145/1273496.1273594
Learning the kernel function via regularization, J. Mach. Learn. Res, vol.6, pp.1099-1125, 2005. ,
Efficient sparse coding algorithms, NIPS, 2007. ,
Convex Optimization, 2003. ,
MARK, Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining , KDD '02, 2002. ,
DOI : 10.1145/775047.775051
The Generalized LASSO, IEEE Transactions on Neural Networks, vol.15, issue.1, 2004. ,
DOI : 10.1109/TNN.2003.809398
The pyramid match kernel: Efficient learning with sets of features, J. Mach. Learn. Res, vol.8, pp.725-760, 2007. ,
Computing regularization paths for learning multiple kernels, Adv. NIPS 17, 2004. ,
Large scale multiple kernel learning, J. Mach. Learn. Res, vol.7, pp.1531-1565, 2006. ,
The Adaptive Lasso and Its Oracle Properties, Journal of the American Statistical Association, vol.101, issue.476, pp.1418-1429, 2006. ,
DOI : 10.1198/016214506000000735
Asymptotics for lasso-type estimators, The Annals of Statistics, vol.28, issue.5, pp.1356-1378, 2000. ,
DOI : 10.1214/aos/1015957397
On the non-negative garrotte estimator, Journal of the Royal Statistical Society: Series B (Statistical Methodology), vol.101, issue.2, pp.143-161, 2007. ,
DOI : 10.1111/j.1467-9868.2005.00503.x