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Author:

Li, Jiahan

Title:

THE BAYESIAN LASSO, BAYESIAN SCAD AND BAYESIAN GROUP LASSO WITH APPLICATIONS TO GENOME-WIDE ASSOCIATION STUDIES

Graduate Program:

Statistics

Keywords:

lasso
variable selection
Bayesian approach
high-dimensional data

File:

Download JiahanLi-Dissertation.pdf

Committee Members:

Rongling Wu, Dissertation Advisor/Co-Advisor
Rongling Wu, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Tao Yao, Committee Member

Author:

Li, Tianjiang

Title:

Abstract Principal Component Analysis And Applications To Model Reduction

Graduate Program:

Mathematics

Keywords:

Banach operator algebra
standing and traveling waves
signal decomposition
extraction of transient modes
abstract principal component analysis
data mining

File:

Download Li-Dissertation.pdf

Committee Members:

Qiang Du, Dissertation Advisor/Co-Advisor
Qiang Du, Committee Chair/Co-Chair
Ludmil Tomov Zikatanov, Committee Member
Xiantao Li, Committee Member
Anna L Mazzucato, Committee Member
Runze Li, Committee Member

Author:

Li, Yan

Title:

Local Modeling For Data With Autocorrelations

Graduate Program:

Statistics

Keywords:

Multivariate
Autoregressions
Nonoparametric models
Variable Selection

File:

Download Yan_Li_Thesis.pdf

Committee Members:

Runze Li, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
David Russell Hunter, Committee Member
Jingzhi Huang, Committee Member

Author:

Li, Xiaoye

Title:

Three Essays on Non-stationary Time Series

Graduate Program:

Statistics

Keywords:

Modulated Stationary
Self Normalization
Change-point Test
Long-run Variance
Autocovariance
Time-varying exogenous AR model
Sieve-wild Bootstrap

File:

Download phdsample2_copy.pdf

Committee Members:

Zhibiao Zhao, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Fuqing Zhang, Committee Member
Jingzhi Huang, Special Member

Author:

Li, Huihui

Title:

Nonparametric Identification and Estimation of k-Double Auctions

Graduate Program:

Economics

Keywords:

Double Auctions
Bargaining
Nonparametric Identification
Kernel Estimation
Boundary Correction

File:

Download Huihui-Dissertation.pdf

Committee Members:

Joris Pinkse, Dissertation Advisor/Co-Advisor
Joris Pinkse, Committee Chair/Co-Chair
Sung Jae Jun, Committee Member
Peter Newberry, Committee Member
Runze Li, Outside Member
Sung Jae Jun, Dissertation Advisor/Co-Advisor

Author:

Li, Zheng

Title:

Joint Modeling Recurrent Events and a Terminal Event with Frailty-copula Models

Graduate Program:

Biostatistics

Keywords:

Joint Frailty-copula Models
Bayesian Augmentation
Recurrent Events
Joint Frailty Model

File:

Download zheng_li.pdf

Committee Members:

Vernon Michael Chinchilli, Dissertation Advisor/Co-Advisor
Ming Wang, Committee Chair/Co-Chair
Runze Li, Committee Member
Nasrollah Ghahramani, Committee Member
Feng Yue, Outside Member

Author:

Li, Changcheng

Title:

Topics in High-dimensional Statistical Inference

Graduate Program:

Statistics

Keywords:

Hotelling T2 test
Multiple sample mean test
Projection test
Two-sample mean test
Causal structural learning
Causal discovery
Causal graphical models
D-separation set
Generalized Method of Moments

File:

Download ChangchengLi-Dissertation.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bing Li, Committee Member
Xingyuan Fang, Committee Member
Tao Yao, Outside Member

Author:

Li, Qiyuan

Title:

Examining the Effects of Learners’ Background and Social Network Position on Content-Related Interaction via the MOOC Platform

Graduate Program:

Learning, Design, and Technology

Keywords:

MOOCs
Interaction
Machine Learning
SEM
Social Network Analysis
Online Learning

File:

Download QL_Dissertation_Final.pdf

Committee Members:

Priya Sharma, Dissertation Advisor/Co-Advisor
Priya Sharma, Committee Chair/Co-Chair
Roy Clariana, Committee Member
Simon Hooper, Committee Member
Runze Li, Outside Member

Author:

Li, Mengyan

Title:

Statistical Inference with Corrupted Data

Graduate Program:

Statistics

Keywords:

Measurement error model
Efficient score method
Semiparametric regression
High dimensional inference
Nonignorable missing data
Statistical inference

File:

Download Dissertation_Mengyan_final.pdf

Committee Members:

Yanyuan Ma, Dissertation Advisor/Co-Advisor
Yanyuan Ma, Committee Chair/Co-Chair
Michael G Akritas, Committee Member
Bing Li, Committee Member
Lan Kong, Outside Member
Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Ephraim Mont Hanks, Program Head/Chair

Author:

Li, Xinru

Title:

Large-scale Discrete Optimization via Simulation Using Gaussian Markov Random Field

Graduate Program:

Industrial Engineering (PHD)

Keywords:

Gaussian Markov random field
discrete optimization via simulation
linear algebraic
high-dimensional
parallelization

File:

Download Xinru_Final.pdf

Committee Members:

Eunhye Song, Chair & Dissertation Advisor
Enrique Del Castillo, Major Field Member
Russell Barton, Major Field Member
Runze Li, Outside Unit, Field & Minor Member
Steven Landry, Program Head/Chair
Andreas Waechter, Special Member
Member Committee, Special Member