10.1184/R1/6586784.v1 Yuval Nardi Yuval Nardi Alessandro Rinaldo Alessandro Rinaldo On the Asymptotic Properties of The Group Lasso Estimator for Linear Models Carnegie Mellon University 2012 Least Squares Sparsity Group-Lasso Model Selection Oracle Inequalities Persistence. 2012-12-01 00:00:00 Journal contribution https://kilthub.cmu.edu/articles/journal_contribution/On_the_Asymptotic_Properties_of_The_Group_Lasso_Estimator_for_Linear_Models/6586784 <p>We establish estimation and model selection consistency, prediction and estimation bounds and persistence for the group-lasso estimator and model selector proposed by Yuan and Lin (2006) for least squares problems when the covariates have a natural grouping structure. We consider the case of a fixed-dimensional parameter space with increasing sample size and the double asymptotic scenario where the model complexity changes with the sample size.</p>