1. Topics on High-Dimensional Statistical Methods for Compositional Data Restricted (Penn State Only) Author: Srinivasan, Arun Title: Topics on High-Dimensional Statistical Methods for Compositional Data Graduate Program: Statistics Keywords: compositional data analysisrobust statisticshuman microbiomehigh-dimensional statisticscovariance estimationknockoff filtervariable selectiontyler's m-estimatorhuber's m-estimator File: Login to Download Committee Members: Lingzhou Xue, Chair & Dissertation AdvisorXiang Zhan, Outside Unit & Field MemberRunze Li, Major Field MemberFrancesca Chiaromonte, Major Field MemberEphraim Hanks, Professor in Charge/Director of Graduate Studies