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Author:

Moysidis, Ilias

Title:

Joint Estimation of Multiple Graphical Models From Heterogeneous Subpopulations

Graduate Program:

Statistics

Keywords:

Graphical Models
Joint estimation
heterogeneous subpopulations
neighborhood selection
variable selection
nonsmooth optimization
functional graphical models

File:

Download Ilias_Moysidis_-_Dissertation.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Bharath Kumar Sriperumbudur, Committee Member
Runze Li, Committee Member
Alexei Novikov, Outside Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Liu, Bingyuan

Title:

Topics on Nonconvex Learning

Graduate Program:

Statistics

Keywords:

Nonconvex optimization
machine learning
statistical learning
deep learning

File:

Download Thesis_BingyuanLiu.pdf

Committee Members:

Lingzhou Xue, Dissertation Advisor/Co-Advisor
Runze Li, Committee Member
Bing Li, Committee Member
Yanyuan Ma, Committee Member
Zihan Zhou, Outside Member
Ephraim Mont Hanks, Program Head/Chair
Lingzhou Xue, Committee Chair/Co-Chair

Author:

Wu, Min Chun

Title:

Convex Sensing: Topological Approaches to Nonlinear Dimension Inference

Graduate Program:

Mathematics (PHD)

Keywords:

convex sensing
nonlinear dimension inference
topological data analysis
persistence homology
applied topology
Dowker complex
probabilistic model
directed complex
linear complex
complex of injective words
neuroscience
olfactory systems
Betti curves
convex sensing
nonlinear dimension inference
topological data analysis
persistence homology
applied topology
Dowker complex
probabilistic model
directed complex
linear complex
complex of injective words
neuroscience
olfactory systems
Betti curves

File:

Download minchunwu-diss.pdf

Committee Members:

Jeffrey Case, Major Field Member
Carina Curto, Major Field Member
Vladimir Itskov, Chair & Dissertation Advisor
Runze Li, Outside Unit & Field Member
Carina Curto, Program Head/Chair

Author:

Seng, Bibiana

Title:

Rerandomization in Fractional Factorial Experiments

Graduate Program:

Statistics (MS)

Keywords:

Design of Experiments
Rerandomization
Applied Statistics
Factorial Experiments

File:

Download BES_Masters_Thesis_Update.pdf

Committee Members:

Kari Lock Morgan, Thesis Advisor/Co-Advisor
Runze Li, Committee Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Sheng, Ben

Title:

The Integration of Multiple Data Sources for HIV/AIDS Incidence and Prevalence Estimation

Graduate Program:

Statistics

Keywords:

antenatal clinic surveillance
HIV prevalence
statistical models
antenatal clinic surveillance
HIV prevalence
statistical models
routine HIV testing among pregnant women
Antenatal clinic
Unlinked anonymous HIV testing
Routine HIV testing
Calibration parameter
Linear mixed-effects model
weakly supervised learning
semi-supervised learning
logistic regression
contingency table
HIV recency
HIV incidence

File:

Download BenSheng-Dissertation.pdf

Committee Members:

Le Bao, Dissertation Advisor/Co-Advisor
Le Bao, Committee Chair/Co-Chair
Runze Li, Committee Member
Aleksandra B Slavkovic, Committee Member
Xun Cao, Outside Member
Ephraim Mont Hanks, Program Head/Chair

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

Author:

Wang, Jia

Title:

Topics on Variable Selection in High-Dimensional Data

Graduate Program:

Statistics (PHD)

Keywords:

Bayesian variable selection
High-dimensional data
Network analysis
Partially linear model
Time-varying network model

File:

Download Jia-Dissertation.pdf

Committee Members:

Lingzhou Xue, Major Field Member
David Hunter, Major Field Member
Rongling Wu, Outside Unit & Field Member
Runze Li, Chair & Dissertation Advisor
Ephraim Hanks, Program Head/Chair

Author:

Zeng, Mudong

Title:

Statistical Inference for High Dimensional Mediation Model

Graduate Program:

Statistics (PHD)

Keywords:

Mediation Analysis
Penalized Least Squares
Sparsity

File:

Download Mudong_Zeng_dissertation.pdf

Committee Members:

Hong Ma, Outside Unit & Field Member
Bing Li, Major Field Member
Zhibiao Zhao, Major Field Member
Runze Li, Chair & Dissertation Advisor
Ephraim Mont Hanks, Program Head/Chair