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most citedVariable selection in nonparametric additive models

555 citations

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math.ST2010★ 81 cited

Consistent group selection in high-dimensional linear regression

Fengrong Wei, Jian Huang

In regression problems where covariates can be naturally grouped, the group Lasso is an attractive method for variable selection since it respects the grouping structure in the dat…

math.ST2010★ 555 cited

Variable selection in nonparametric additive models

Jian Huang, Joel L. Horowitz, Fengrong Wei

We consider a nonparametric additive model of a conditional mean function in which the number of variables and additive components may be larger than the sample size but the number…