Consistent Model Selection for Marginal Generalized Additive Model for Correlated Data

108 citations recorded by the source corpus.

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

Time-Varying Additive Models for Longitudinal Data (2013, background): “(2) This line of work includes Berhane and Tibshirani 1998; Lin and Zhang 1999; You and Zhou 2007; Carroll et al. 2009; and Xue, Qu, and Zhou 2010.”
Estimation and model selection in generalized additive partial linear models for correlated data with diverging number of covariates (2014, methodology): “Note that the theoretical development for model selection and estimation for diverging number of covariates in nonlinear components are completely different from the setting with finite dimension of covariates [33].”
Simultaneous variable selection and estimation in semiparametric modeling of longitudinal/clustered data (2013, unknown): “Lemma A.1 can be proved similarly to Lemmas A2 and A3 in Huang, Zhang and Zhou [14] and are thus omitted.”