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Author:

Kai, Bo

Title:

Variable Selection in Robust Linear Models

Graduate Program:

Statistics

Keywords:

robust regression
linear models
variable selection
SS penalty
oracle property

File:

Download MSThesis_Bo.pdf

Committee Members:

Runze Li, Thesis Advisor/Co-Advisor
Runze Li, Thesis Advisor/Co-Advisor

Author:

Dziak, John Joseph

Title:

PENALIZED QUADRATIC INFERENCE FUNCTIONS FOR VARIABLE SELECTION IN LONGITUDINAL RESEARCH

Graduate Program:

Statistics

Keywords:

SCAD
LASSO
QIF
GEE
generalized estimating equations
variable selection

File:

Download DziakDissertation.pdf

Committee Members:

Runze Li, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
Bing Li, Committee Member
Linda Marie Collins, Committee Member

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:

Zhong, Wei

Title:

feature screening and variable selection for ultrahigh dimensional data analysis

Graduate Program:

Statistics

Keywords:

ultrahigh dimensionality
distance correlation
feature screening
sure screening property
variable selection

File:

Download PhD-Dissertation-Wei-Zhong-2012.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Dennis Kon Jin Lin, Committee Member
Jingzhi Huang, Committee Member

Author:

Schill, Thomas Michael

Title:

An Exploration of the Function-on-scalar Lasso

Graduate Program:

Statistics

Keywords:

variable selection
LASSO
FS-LASSO
GWAS
functional linear models
Framingham heart study

File:

Download ThomasSchill-Thesis_final2.pdf

Committee Members:

Matthew Logan Reimherr, Thesis Advisor/Co-Advisor

Author:

Lin, Bo

Title:

A Protocol-Based, Inverse-Model-Driven Methodology for Building Auditing and Forward Energy Model Formulation

Graduate Program:

Architectural Engineering

Keywords:

Inverse model
energy model
calibration
measurement & verification
sub-metering
variable selection
benchmark
audit

File:

Download Bo_Lin_Dissertation_Final.pdf

Committee Members:

James Freihaut, Dissertation Advisor/Co-Advisor
Chinemelu Jidenka Anumba, Committee Member
Stephen James Treado, Committee Member
Runze Li, Committee Member

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:

Srinivasan, Arun

Title:

Topics on High-Dimensional Statistical Methods for Compositional Data

Graduate Program:

Statistics

Keywords:

compositional data analysis
robust statistics
human microbiome
high-dimensional statistics
covariance estimation
knockoff filter
variable selection
tyler's m-estimator
huber's m-estimator

File:

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Committee Members:

Lingzhou Xue, Chair & Dissertation Advisor
Xiang Zhan, Outside Unit & Field Member
Runze Li, Major Field Member
Francesca Chiaromonte, Major Field Member
Ephraim Hanks, Professor in Charge/Director of Graduate Studies