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Author:

Petrovich, Justin Peter

Title:

Functional Principal Component Analysis and Sparse Functional Regression

Graduate Program:

Statistics

Keywords:

functional data analysis
sparse functional data
FPCA
scalar-on-function regression

File:

Download JustinPetrovich-Dissertation.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Runze Li, Committee Member
Ephraim Mont Hanks, Committee Member
Stephanie Trea Lanza, Outside Member
Carrie Daymont, Special Member

Author:

Mirshani, Ardalan

Title:

Regularization Methods In Functional Data Analysis

Graduate Program:

Statistics

Keywords:

Functional Data
Differential Privacy
Hilbert Space
Variable Selection
Reproducing Kernel Hilbert Space
Oracle Property
Elastic Net
Smooth Estimate
Density Estimation

File:

Download PhD_Thesis__Ardalan_Mirshani_.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Runze Li, Committee Member
Francesca Chiaromonte, Committee Member
Kateryna Dmytrivna Makova, Outside Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Wright, Isaac

Title:

Empirical Evaluation of the Efficient Market Hypothesis: A Machine Learning Approach

Graduate Program:

Statistics

Keywords:

Machine Learning
Financial Markets
Efficient Market Hypothesis
Random Forest
Boosting
GLM
stocks

File:

Download IsaacWright_Thesis.pdf

Committee Members:

Matthew Logan Reimherr, Thesis Advisor/Co-Advisor
Jia Li, Committee Member
John C Liechty, Committee Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Sheen, Emily Marie

Title:

An Exploration of Mixed Effects Models for Analysis of Infant Weight Gain Trajectories

Graduate Program:

Statistics

Keywords:

generalized linear mixed models
statistics
biostatistics
microbiome
INSIGHT
mixed effects random forest

File:

Download EmilySheen-MS-Thesis.pdf

Committee Members:

Matthew Logan Reimherr, Thesis Advisor/Co-Advisor
Ephraim Mont Hanks, Committee Member
Runze Li, Committee Member

Author:

Awan, Jordan

Title:

Optimizing Finite Sample Performance of Differential Privacy

Graduate Program:

Statistics

Keywords:

Statistical Disclosure Control
Statistical Disclosure Limitation
Empirical Risk Minimization
Regression

File:

Download ThesisMerge.pdf

Committee Members:

Aleksandra B Slavkovic, Dissertation Advisor/Co-Advisor
Aleksandra B Slavkovic, Committee Chair/Co-Chair
Matthew Logan Reimherr, Committee Member
Bharath Kumar Sriperumbudur, Committee Member
Daniel Kifer, Outside Member
Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Ephraim Mont Hanks, Program Head/Chair