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Author:

Cui, Shijie

Title:

Statistical Inference for High Dimensional Models

Graduate Program:

Statistics (PHD)

Keywords:

statistics
statistical inference
high dimension
partially linear single index
matrix
rank
double robust
measurement error
misspecified
sparse SVD

File:

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Committee Members:

Lingzhou Xue, Major Field Member
Yanyuan Ma, Major Field Member
Rongling Wu, Outside Unit & Field Member
Bing Li, Major Field Member
Runze Li, Chair & Dissertation Advisor
Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies

Author:

Laga, Ian

Title:

Everyone Counts: Advanced Methods for Estimating Marginalized Populations

Graduate Program:

Statistics (PHD)

Keywords:

HIV
Key Population
Bayesian Modeling
Small Area Estimation
Prevalence Mapping
Size Estimation
Aggregated Relational Data

File:

Download Ian_Laga_Dissertation.pdf

Committee Members:

Ashton Verdery, Outside Unit & Field Member
Xiaoyue Niu, Co-Chair & Dissertation Advisor
Le Bao, Co-Chair & Dissertation Advisor
Hyungsuk Tak, Major Field Member
Runze Li, Major Field Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Tao, Jun

Title:

New advances in structure learning of graphical models

Graduate Program:

Statistics (PHD)

Keywords:

graphical model
statistical learning

File:

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Committee Members:

Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies
Lingzhou Xue, Chair & Dissertation Advisor
Antonio Blanca, Outside Unit & Field Member
Bing Li, Dissertation Co-Advisor
Runze Li, Major Field Member

Author:

Wang, Rui

Title:

ESSAYS IN SEMIPARAMETRIC IDENTIFICATION AND ESTIMATION

Graduate Program:

Economics (PHD)

Keywords:

Identification
Estimation
Semiparametric
Treatment Effects
Misreporting
Substitution Patterns

File:

Download Rui_Dissertation.pdf

Committee Members:

Keisuke Hirano, Major Field Member
Joris Pinkse, Co-Chair & Dissertation Advisor
Sung Jae Jun, Co-Chair of Committee
Runze Li, Outside Unit & Field Member
Marc Albert Henry, Professor in Charge/Director of Graduate Studies

Author:

Zhao, Ye Alex

Title:

Tests of Hypotheses on Regression Coefficients in High-Dimensional Regression Models

Graduate Program:

Statistics (PHD)

Keywords:

high-dimensional inference
regression coefficient testing
hypothesis testing

File:

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Committee Members:

Ephraim Hanks, Professor in Charge/Director of Graduate Studies
Rongling Wu, Outside Unit & Field Member
Le Bao, Major Field Member
Runze Li, Chair & Dissertation Advisor
Ethan Fang, Major Field Member

Author:

Song, Wenjing

Title:

Statistical learning of dynamic transportation models

Graduate Program:

Industrial Engineering

Keywords:

Statistical learning
Kriging
Dynamic traffic assignment
Dynamic network loading
Dynamic user equilibrium
Big data

File:

Download Dissertation_final-Wenjing_Song.pdf.pdf

Committee Members:

Terry Lee Friesz, Dissertation Advisor/Co-Advisor
Terry Lee Friesz, Committee Chair/Co-Chair
Enrique Del Castillo, Committee Member
Runze Li, Committee Member
Vikash V. Gayah, Outside Member
Steven James Landry, Program Head/Chair
Vinayak Uday Shanbhag, Committee Member

Author:

Li, Hang

Title:

On Active Learning Methods for Manifold Data

Graduate Program:

Industrial Engineering

Keywords:

Active Learning
Manifold Learning
Design of Experiment
High-Dimensional Data Analysis

File:

Download Dissertation_Final__1_.pdf

Committee Members:

Enrique Del Castillo, Dissertation Advisor/Co-Advisor
Enrique Del Castillo, Committee Chair/Co-Chair
Necdet S Aybat, Committee Member
Qiushi Chen, Committee Member
Runze Li, Outside Member
Steven James Landry, Program Head/Chair

Author:

Sanei, Sanam

Title:

Essays in HIV: Mapping the distribution of marginalized groups and analysis of ART treatment effectiveness across patient groups

Graduate Program:

Statistics (PHD)

Keywords:

HIV/AIDS Epidemiology
Key Population
Size Estimation
Generalized Linear Mixed-Effect Models (GLMM)
Bayesian Modeling
Mapping HIV Prevalence
Case-Control Sampling
Hidden Markov Models (HMM)

File:

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Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Le Bao, Chair & Dissertation Advisor
Runze Li, Major Field Member
Lingzhou Xue, Major Field Member
Qiushi Chen, Outside Unit & Field Member

Author:

Yu, Xiufan

Title:

Topics on power enhancement in high-dimensional hypothesis tests

Graduate Program:

Statistics (PHD)

Keywords:

power enhancement
high-dimensional tests
multi-factor pricing models
two-sample covariance tests
simultaneous tests

File:

Download Xiufan-Dissertation.pdf

Committee Members:

Lingzhou Xue, Co-Chair & Dissertation Advisor
Bing Li, Major Field Member
Jingzhi Huang, Outside Unit & Field Member
Runze Li, Co-Chair & Dissertation Advisor
Ephraim Hanks, Program Head/Chair

Author:

Cai, Zhanrui

Title:

New Statistical Tools for Independence and Conditional Independence

Graduate Program:

Statistics (PHD)

Keywords:

Online leaerning
dimension reduction
test of independence
test of conditional independence
causal discovery

File:

Download Zhanrui.pdf

Committee Members:

Bharath Kumar Sriperumbudur, Major Field Member
Yanyuan Ma, Major Field Member
Bing Li, Major Field Member
Ming Wang, Outside Unit & Field Member
Runze Li, Chair & Dissertation Advisor
Ephraim Mont Hanks, Program Head/Chair