1. Variable Selection and Regularized Mixture Modeling for Clustering Open Access Author: Lee, Hyang Min Title: Variable Selection and Regularized Mixture Modeling for Clustering Graduate Program: Statistics Keywords: Modal EMRidgeline EMWrapper methodAggregated distinctivenessGaussian mixture modelsCovariance shrinkageBIC-type penalized log-likelihoodMixture model based clusteringModel regularization File: Download Hyang_Min_Lee-Dissertation.pdf Committee Members: Jia Li, Dissertation Advisor/Co-AdvisorJia Li, Committee Chair/Co-ChairBruce G Lindsay, Committee MemberDonald Richards, Committee MemberPeng Liu, Committee Member