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Author:

Chu, Wanghuan

Title:

New screening procedure for ultrahigh dimensional varying-coefficient model in longitudinal data analysis

Graduate Program:

Statistics

Keywords:

feature screening
varying-coefficient model
ultrahigh dimensionality
longitudinal data analysis
CAMP

File:

Download MSThesis_Wanghuan_Chu.pdf

Committee Members:

Runze Li, Thesis Advisor/Co-Advisor
Matthew Logan Reimherr, Thesis Advisor/Co-Advisor

Author:

Yu, Ye

Title:

New Procedures for Cox's Model with High Dimensional Predicotrs

Graduate Program:

Statistics

Keywords:

Cox's model
Partial Likelihood
ultrahigh dimensional survival data
model selection consistency
Penalized Likelihood

File:

Download Ye_Dissertation.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Member
Lingzhou Xue, Committee Member
Lan Kong, Committee Member

Author:

Taoufik, Bahaeddine

Title:

FUNCTIONAL DATA BASED INFERENCE FOR HIGH FREQUENCY FINANCIAL DATA

Graduate Program:

Statistics

Keywords:

Functional Data
Nonlinear Functional Regression
Cross-section of returns
Cumulative intraday returns
Reproducing kernel Hilbert spaces

File:

Download Dissertation_B_Taoufik.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Runze Li, Committee Member
Zhibiao Zhao, Committee Member
John C Liechty, Outside Member

Author:

Yang, Songshan

Title:

TIME-VARYING EFFECT MODEL FOR STUDYING GROUP DIFFERENCE IN HEALTH BEHAVIOR

Graduate Program:

Statistics

Keywords:

Time varying-coefficient effect model

File:

Download Penn_State_University_Thesis.pdf

Committee Members:

Runze Li, Thesis Advisor/Co-Advisor
Bing Li, Committee Member
Matthew Logan Reimherr, Committee Member

Author:

Yang, Songshan

Title:

NEW STATISTICAL ANALYTIC TOOLS FOR HIGH DIMENSIONAL DATA

Graduate Program:

Statistics

Keywords:

High Dimensional Data
Feature Screening
Statistical Inference

File:

Download YourName-Dissertation.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bing Li, Committee Member
Matthew Logan Reimherr, Committee Member
Jingzhi Huang, Outside Member

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:

Kang, Hyun Bin

Title:

Functional Manifold Data Analysis

Graduate Program:

Statistics

Keywords:

Functional Data Analysis
Shape Analysis
Object Oriented Data Analysis
Manifold Learning
Reproducing Kernel Hilbert Space

File:

Download HyunBinKang_dissertation.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Runze Li, Committee Member
Bing Li, Committee Member
Mark Shriver, Outside 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:

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