1. 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