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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:

Wang, Chuan-Sheng

Title:

SEMIPARAMETRIC ESTIMATION AND INFERENCE FOR CONDITIONAL VALUE-AT-RISK AND EXPECTED SHORTFALL

Graduate Program:

Statistics

Keywords:

Bootstrap
Conditional expected shortfall
Conditional Value-at-Risk
Nonlinear time series
Quantile regression
Semiparametric methods

File:

Download Chuan-Sheng_s_Dissertation_-_Final.pdf

Committee Members:

Zhibiao Zhao, Dissertation Advisor/Co-Advisor
Zhibiao Zhao, Committee Chair/Co-Chair
Runze Li, Committee Member
Lingzhou Xue, Committee Member
Fuqing Zhang, Outside Member

Author:

Straub, Benjamin Marshall

Title:

A STUDY OF APPROXIMATIONS AND DATA REDUCTION TECHNIQUES FOR KERNEL REGULARIZED LEAST SQUARES

Graduate Program:

Statistics

Keywords:

Kernel Methods
Machine-Learning
Ridge
Regularization
Random Projections
Clustering
Least-Squares

File:

Download final_thesis.pdf

Committee Members:

Bharath Kumar Sriperumbudur, Thesis Advisor/Co-Advisor
Donald Richards, Committee Member
David Russell Hunter, Committee Member
Benjamin Adam Shaby, Committee Member

Author:

Kim, Bomin

Title:

Latent Modeling of Dynamic Social Networks

Graduate Program:

Statistics

Keywords:

dynamic networks
latent space model
social network analysis
survival modeling
Bayesian statistics

File:

Download phdthesis_BominKim_edit.pdf

Committee Members:

David Russell Hunter, Dissertation Advisor/Co-Advisor
David Russell Hunter, Committee Chair/Co-Chair
Jia Li, Committee Member
Lin Lin, Committee Member
Bruce A Desmarais Jr., Outside Member
Xiaoyue Niu, Dissertation Advisor/Co-Advisor
Xiaoyue Niu, Committee Chair/Co-Chair

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:

Snoke, Joshua Valor

Title:

STATISTICAL DATA PRIVACY METHODS FOR INCREASING RESEARCH OPPORTUNITIES

Graduate Program:

Statistics

Keywords:

Statistical Data Privacy
Disclosure Control
Multiparty Computation
Differential Privacy
Partitioned Data
Synthetic Data

File:

Download dissertation.pdf

Committee Members:

Aleksandra B Slavkovic, Dissertation Advisor/Co-Advisor
Naomi S Altman, Committee Chair/Co-Chair
Matthew Logan Reimherr, Committee Member
Timothy Raymond Brick, Committee Member
Timothy Raymond Brick, Outside 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