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math.ST2026
New explanations and inference for least angle regression
Karl B. Gregory, Daniel J. Nordman
Efron et al. (2004) introduced least angle regression (LAR) as an algorithm for linear predictions, intended as an alternative to forward selection with connections to penalized re…
math.ST2016
Statistical inference in sparse high-dimensional additive models
Karl Gregory, Enno Mammen, Martin Wahl
In this paper we discuss the estimation of a nonparametric component of a nonparametric additive model . We allow the number of additive c…