1. Dimension reduction for functional data Open Access Author: Song, Jun Title: Dimension reduction for functional data Graduate Program: Statistics Keywords: dimension reductionrandom operatorsupervised machine learningunsupervised machine learningfunctional data analysishandwriting dataspeech recognition datadimension reductionrandom operatorsupervised machine learningunsupervised machine learningfunctional data analysishandwriting dataspeech recognition data File: Download Thesis_Jun.pdf Committee Members: Bing Li, Dissertation Advisor/Co-AdvisorBing Li, Committee Chair/Co-ChairNaomi S. Altman, Committee MemberRunze Li, Committee MemberChristopher Parker, Outside MemberMatthew Reimherr, Committee Member
2. Visual Analytics Through Gaussian Mixture Models with Subspace Constrained Component Means Open Access Author: Qiao, Mu Title: Visual Analytics Through Gaussian Mixture Models with Subspace Constrained Component Means Graduate Program: Statistics Keywords: visualizationhigh dimensionalitydimension reductionsubspaceGaussian mixture model File: Download Mu_Qiao_thesis.pdf Committee Members: Jia Li, Thesis Advisor/Co-AdvisorJia Li, Thesis Advisor/Co-Advisor