variable selection methodology to an encompassing linear mixed model that features, along with deterministic effects … days. Variable selection is performed by estimating the posterior model probabilities using a suitable Gibbs sampling …

) for both group variable selection and shrinkage coefficients, it can lead to over shrinkage the significant groups of …

estimators. Furthermore, we consider an adaptive lasso penalized variable selection method and establish its oracle property …

Variable selection in the Cox proportional hazards model (the Cox model) has manifested its importance in many … microarray genetic studies. However, theoretical results on the procedures of variable selection in the Cox model with a high … criterion (EBIC) for variable selection in the Cox model and establish its selection consistency in the situation of high …