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Author:

Song, Won Chul

Title:

Nonparametric Independence Screening And Test-based Screening Via The Variance Of The Regression Function

Graduate Program:

Statistics

Keywords:

Sure independence screening
test-based screening
Ultrahigh dimensionality

File:

Download WonchulSong_Dissertation.pdf

Committee Members:

Michael G Akritas, Dissertation Advisor/Co-Advisor
Runze Li, Committee Member
Dennis Kon Jin Lin, Committee Member
Jingzhi Huang, Special Member

Author:

Bagyan, Armine

Title:

Central Limit Theorems for Randomly Modulated Sequences of Random Vectors with Resampling and Applications to Statistics

Graduate Program:

Statistics

Keywords:

limit theorems
random modulation
ergodic stationary sequences
sequences of vectors
resampling

File:

Download Dissertation_ArmineBagyan.pdf

Committee Members:

Arkady Tempelman, Dissertation Advisor/Co-Advisor
Bing Li, Dissertation Advisor/Co-Advisor
Francesca Chiaromonte, Committee Member
Alexei Novikov, Special Member

Author:

Liu, Yang

Title:

Approaches to reduce and integrate data in structured and high-dimensional regression problems in Genomics

Graduate Program:

Statistics

Keywords:

Data integration
Genomics
Ordinary least squares
Structured data
Sufficient dimension reduction
Variable selection

File:

Download YangLiu-Dissertation_081615.pdf

Committee Members:

Francesca Chiaromonte, Dissertation Advisor/Co-Advisor
Francesca Chiaromonte, Committee Chair/Co-Chair
Bing Li, Committee Member
Runze Li, Committee Member
Yu Zhang, Committee Member
Mary Poss, Committee Member

Author:

Shen, Weijie

Title:

Dimensional Analysis in Statistics: Theories, Methodologies and Applications

Graduate Program:

Statistics

Keywords:

Dimensional analysis
Empirical model
Physical system
Quantitative analysis
Scale invariant
Similarity
Statistics

File:

Download mythesis.pdf

Committee Members:

Dennis Kon Jin Lin, Dissertation Advisor/Co-Advisor
Dennis Kon Jin Lin, Committee Chair/Co-Chair
James Landis Rosenberger, Committee Member
Bing Li, Committee Member
M Jeya Chandra, Special Member

Author:

Xu, Zhuying

Title:

Locally Stationary Quantile Regression For Inflation and Interest Rates

Graduate Program:

Statistics

Keywords:

Locally stationary model; Nonparametric estimation; Quantile reg

File:

Download zhuying-Dissertation__1_.pdf

Committee Members:

Zhibiao Zhao, Dissertation Advisor/Co-Advisor
Runze Li, Committee Member
Bing Li, Committee Member
Fuqing Zhang, Committee Member

Author:

Goldstein, Joshua Randall

Title:

Compartmental, Spatial, and Point Process Models for Infectious Diseases

Graduate Program:

Statistics

Keywords:

infectious disease models
SIR models
spatial point processes
Gaussian processes
Markov chain Monte Carlo

File:

Download Goldstein_thesis.pdf

Committee Members:

Murali Haran, Dissertation Advisor/Co-Advisor
John Fricks, Committee Member
Ephraim Mont Hanks, Committee Member
Le Bao, Committee Member
Matthew Joseph Ferrari, Committee Member

Author:

Christou, Eliana

Title:

A Non-iterative Method for Fitting the Single Index Quantile Regression Model with Uncensored and Censored Data

Graduate Program:

Statistics

Keywords:

Censored Data
Dimension reduction
Index model
Nadaraya-Watson estimator
Quantile regression.

File:

Download Christou_Eliana_PhD.pdf

Committee Members:

Michael G Akritas, Dissertation Advisor/Co-Advisor
Bing Li, Committee Member
Zhibiao Zhao, Committee Member
Spiro E Stefanou, Committee Member
Aleksandra B Slavkovic, Special Member

Author:

Hao, Han

Title:

MODELING THE GENETIC ARCHITECTURE OF COMPLEX TRAITS

Graduate Program:

Statistics

Keywords:

QTL mapping
Functional mapping
HANOVA
ODE

File:

Download HanHao-Dissertation_Final.pdf

Committee Members:

Rongling Wu, Dissertation Advisor/Co-Advisor

Author:

Bernstein, Jason

Title:

Inference of Biophysical Diffusion With Transient Binding Using Particle Filters and Stochastic Em

Graduate Program:

Statistics

Keywords:

Particle filter
Stochastic EM
State Space Model
Motor Protein

File:

Download PhD_Thesis.pdf

Committee Members:

John Fricks, Dissertation Advisor/Co-Advisor
Murali Haran, Committee Member
Ephraim Mont Hanks, Committee Member
William O Hancock, Committee Member

Author:

Chu, Wanghuan

Title:

Feature Screening For Ultra-high Dimensional Longitudinal Data

Graduate Program:

Statistics

Keywords:

Feature screening
ultra-high dimensional data
longitudinal genetic study

File:

Download Chu_Thesis.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Matthew Reimherr, Committee Member
Lingzhou Xue, Committee Member
Donna Coffman, Outside Member