1. A probabilistic explanation of a natural phenomenon Open Access Author: Artemiou, Andreas A Title: A probabilistic explanation of a natural phenomenon Graduate Program: Statistics Keywords: Random Covariance MatrixPrincipal ComponentsRegressionCorrelationEigenpairsOrientationally Uniform DistributionDimension Reduction File: Download thesis_1.pdf Committee Members: Bing Li, Thesis Advisor/Co-AdvisorBing Li, Thesis Advisor/Co-Advisor
2. Topics on Supervised and Unsupervised Dimension Reduction Open Access Author: Artemiou, Andreas A Title: Topics on Supervised and Unsupervised Dimension Reduction Graduate Program: Statistics Keywords: Unitary invarianceRegressionKernel principal componentsSufficient Dimension ReductionSupport Vector Machines File: Download Dissertation_doc.pdf Committee Members: Bing Li, Committee Chair/Co-ChairRunze Li, Committee MemberMichael Akritas, Committee MemberFrancesca Chiaromonte, Committee MemberAdam Smith, Committee Member