Spike-and-Slab Priors for Function Selection in Structured Additive Regression Models

spikeSlabGAM: Bayesian Variable Selection, Model Choice and Regularization for Generalized Additive Mixed Models inR

(2015) Fabian Scheipl   Journal of Statistical Software

Practical variable selection for generalized additive models

(2011) Giampiero Marra et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Robust, Adaptive Functional Regression in Functional Mixed Model Framework

(2011) Hongxiao Zhu et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Surface estimation, variable selection, and the nonparametric oracle property

(2011) Curtis B. Storlie et al.   STATISTICA SINICA

Building Cox-type structured hazard regression models with time-varying effects

(2011) Benjamin Hofner et al.   STATISTICAL MODELLING

BART: Bayesian additive regression trees

(2010) Hugh A. Chipman et al.   Annals of Applied Statistics

Variable selection in nonparametric additive models

(2010) Jian Huang et al.   ANNALS OF STATISTICS

The horseshoe estimator for sparse signals

(2010) C. M. Carvalho et al.   BIOMETRIKA

High-dimensional additive modeling

(2009) Lukas Meier et al.   ANNALS OF STATISTICS

A Bayesian Hierarchical Model for Classification with Selection of Functional Predictors

(2009) Hongxiao Zhu et al.   BIOMETRICS

Sparse additive models

(2009) Pradeep Ravikumar et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Variable Selection in Bayesian Smoothing Spline ANOVA Models: Application to Deterministic Computer Codes

(2009) Brian J. Reich et al.   TECHNOMETRICS

Using Redundant Parameterizations to Fit Hierarchical Models

(2008) Andrew Gelman et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Restricted Likelihood Ratio Testing for Zero Variance Components in Linear Mixed Models

(2008) Sonja Greven et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Fast Adaptive Penalized Splines

(2008) Tatyana Krivobokova et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Variable Selection and Model Averaging in Semiparametric Overdispersed Generalized Linear Models

(2008) Remy Cottet et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Size and power of tests for a zero random effect variance or polynomial regression in additive and linear mixed models

(2007) Fabian Scheipl et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Bayesian identification, selection and estimation of semiparametric functions in high-dimensional additive models

(2007) Anastasios Panagiotelis et al.   JOURNAL OF ECONOMETRICS