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Author:

Artemiou, Andreas A

Title:

Topics on Supervised and Unsupervised Dimension Reduction

Graduate Program:

Statistics

Keywords:

Unitary invariance
Regression
Kernel principal components
Sufficient Dimension Reduction
Support Vector Machines

File:

Download Dissertation_doc.pdf

Committee Members:

Bing Li, Committee Chair/Co-Chair
Runze Li, Committee Member
Michael Akritas, Committee Member
Francesca Chiaromonte, Committee Member
Adam Smith, Committee Member

Author:

Solea, Eftychia

Title:

Nonparametric graphical models for functional data

Graduate Program:

Statistics

Keywords:

Additive conditional independence; additive correlation operator; additive precision operator; EEG; fMRI; gaussian graphical model; reproducing kernel Hilbert space.
Functional Principal Component Analysis
Hilbert space- valued random elements
Karhunen-Loeve expansion
Rank Correlation
Rank Transformation.

File:

Download EftychiaSolea-PhDDissertation.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Aleksandra Slavkovic, Committee Member
Michael Akritas, Committee Member
Rongling Wu, Outside Member

Author:

Lin, Junli

Title:

Copula Versions of RKHS-Based and Distance-Based Criteria

Graduate Program:

Statistics

Keywords:

kernel methods
permutation method
two-sample problems
copula
kernel methods
permutation methods
V-statistic

File:

Download JunliLin-Dissertation.pdf

Committee Members:

Michael Akritas, Dissertation Advisor/Co-Advisor
Michael Akritas, Committee Chair/Co-Chair
Matthew Reimherr, Committee Member
Bharath Sriperumbudur, Committee Member
Jesse Barlow, Outside Member

Author:

Hadjicosta, Elena

Title:

Integral Transform Methods in Goodness-of-Fit Testing

Graduate Program:

Statistics

Keywords:

Bessel function
Contiguous alternative
Gamma distribution
Gaussian random field
Hankel transform
Wishart distribution

File:

Download Hadjicosta_thesis.pdf

Committee Members:

Donald Richards, Dissertation Advisor/Co-Advisor
Bharath Sriperumbudur, Committee Chair/Co-Chair
Michael Akritas, Committee Member
Lynn Lin, Committee Member
Kirsten Eisentraeger, Outside Member