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math.ST2007★ 574 cited
Component selection and smoothing in multivariate nonparametric regression
Yi Lin, Hao Helen Zhang
We propose a new method for model selection and model fitting in multivariate nonparametric regression models, in the framework of smoothing spline ANOVA. The ``COSSO'' is a method…
math.ST2006
Sure Independence Screening for Ultra-High Dimensional Feature Space
Jianqing Fan, Jinchi Lv
Variable selection plays an important role in high dimensional statistical modeling which nowadays appears in many areas and is key to various scientific discoveries. For problems…