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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:

Mughal, Mehreen

Title:

Statistical frameworks for evaluating evolutionary hypotheses from genomic data

Graduate Program:

Bioinformatics and Genomics

Keywords:

Population genetics
Evolution
Anthropological genetics
Regression
Statistical learning

File:

Download Mughal_dissert.pdf

Committee Members:

Michael DeGiorgio, Dissertation Advisor/Co-Advisor
Stephen Wade Schaeffer, Committee Chair/Co-Chair
George H Perry, Committee Member
Jesse R Lasky, Committee Member
Francesca Chiaromonte, Outside Member
George H Perry, Program Head/Chair
Michael DeGiorgio, Committee Chair/Co-Chair
Stephen Wade Schaeffer, Dissertation Advisor/Co-Advisor

Author:

Wright, Isaac

Title:

Machine Learning Methods for Regression and Classification with Functional Data

Graduate Program:

Statistics (PHD)

Keywords:

Functional Data
Boosting
Decision Trees
Classification
Regression
Machine Learning
Supervised Learning
Unsupervised Learning

File:

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Committee Members:

Ephraim Hanks, Professor in Charge/Director of Graduate Studies
Jia Li, Major Field Member
Matthew Reimherr, Chair & Dissertation Advisor
John Liechty, Outside Unit & Field Member
Francesca Chiaromonte, Major Field Member