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Povýběrová Inference: Lasso & Skupinové Lasso
2017The lasso is a popular tool that can be used for variable selection and esti- mation, however, classical statistical inference cannot be applied for its estimates. In this thesis the classical and the group lasso is described together with effici- ent algorithms for the solution.
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The Adaptive Lasso and Its Oracle Properties
Journal of the American Statistical Association, 2006Hui Zou
exaly
Feature Selection for Neural Networks Using Group Lasso Regularization
IEEE Transactions on Knowledge and Data Engineering, 2020Huaqing Zhang +2 more
exaly
Degrees of freedom in lasso problems
Annals of Statistics, 2012Ryan J Tibshirani, Jonathan Taylor
exaly
Generalized LASSO with under-determined regularization matrices
Signal Processing, 2016Junbo Duan, Charles Soussen, David Brie
exaly
Robust Regression Shrinkage and Consistent Variable Selection Through the LAD-Lasso
Journal of Business and Economic Statistics, 2007Hansheng Wang, Guodong Li
exaly

