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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:

Liu, Changlei

Title:

Supporting Multi-Missions In Wireless Sensor Networks

Graduate Program:

Computer Science and Engineering

Keywords:

sensor network
multi-mission
wireless
approximation algorithm
coverage
landmine
monitoring

File:

Download Changlei-Dissertation.pdf

Committee Members:

Guohong Cao, Dissertation Advisor/Co-Advisor
Guohong Cao, Committee Chair/Co-Chair
Thomas F Laporta, Committee Member
Sencun Zhu, Committee Member
Runze Li, Committee Member

Author:

Antoniou, Efi Savvas

Title:

NONPARAMETRIC IMPUTATION AND (MID-) RANK TESTS FOR MIXED EFFECTS MODELS WITH MISSING DATA

Graduate Program:

Statistics

Keywords:

Kernel estimation
Nonparametric tests
Marginal nonparametric model
Nonparametric imputation
Missingness conditionally at random
Analysis of covariance
Nearest neighbor windows

File:

Download thesis.pdf

Committee Members:

Michael G Akritas, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
Runze Li, Committee Member
Linda Marie Collins, Committee Member

Author:

Hui, Guodong

Title:

Matrix Distances With their Application to Finding Directional Deviations from normality in High-Dimensional Data

Graduate Program:

Statistics

Keywords:

non-normal direction
quadratic distance
eigenanalysis
Fisher information
projection pursuit
mixture model

File:

Download phd_thesis_guodong_hui.pdf

Committee Members:

Bruce G Lindsay, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
Runze Li, Committee Member
Jesse Louis Barlow, Committee Member

Author:

Wang, Guiling

Title:

Dependable Sensor Networks

Graduate Program:

Computer Science and Engineering

Keywords:

sensor networks
mobile sensor
sensor deployment
motion planing
sensor security
pairwise key establishment

File:

Download thesis.pdf

Committee Members:

Thomas F Laporta, Committee Chair/Co-Chair
Piotr Berman, Committee Chair/Co-Chair
Mary Jane Irwin, Committee Member
Srimat Chakradhar, Committee Member
George Kesidis, Committee Member
Runze Li, Committee Member

Author:

Xu, Hong

Title:

Contributions to Adatpive Web Sampling Designs

Graduate Program:

Statistics

Keywords:

cost
adaptive sampling
sampling
adaptive web sampling
resampling
nonresponses

File:

Download mythesis.pdf

Committee Members:

James Landis Rosenberger, Committee Chair/Co-Chair
Steve K Thompson, Committee Chair/Co-Chair
Vernon Michael Chinchilli, Committee Member
Runze Li, Committee Member
Mosuk Chow, Committee Member

Author:

Song, Hosin

Title:

NONPARAMETRIC IDENTIFICATION AND SEMI-NONPARAMETRIC ESTIMATION OF FIRST-PRICE AUCTIONS

Graduate Program:

Economics

Keywords:

First-price Auctions
Nonparametric Identification
Semi-nonparametric Estimation
Sieve
Simulated Integrated Conditional Moment
Simulated Integrated Moment

File:

Download Hosin_mythesis.pdf

Committee Members:

Herman J Bierens, Committee Chair/Co-Chair
Quang H Vuong, Committee Chair/Co-Chair
Coenraad Arnout P Pinkse, Committee Member
Runze Li, Committee Member

Author:

Xu, Haiqing

Title:

Discrete Choice Models with Endogeneity

Graduate Program:

Economics

Keywords:

Bayesian Nash Equilibrium
Endogeneity
Discrete Choice Model
Monotone Strategy
Triangular System

File:

Download thesis_Haiqing_Xu.pdf

Committee Members:

Joirs Pinkse And Sung Jae Jun, Dissertation Advisor/Co-Advisor
Coenraad Arnout P Pinkse, Committee Chair/Co-Chair
Sung Jae Jun, Committee Chair/Co-Chair
Herman J Bierens, Committee Member
Runze Li, Committee Member
Barry William Ickes, Committee Member

Author:

Martin, Jay Dean

Title:

A Methodology for Evaluating System-Level Uncertainty in the Conceptual Design of Complex Multidisciplinary Systems

Graduate Program:

Mechanical Engineering

Keywords:

conceptual design
uncertainty assessment
sensitivity analysis
kriging models

File:

Download JayDMartin-Dissertation.pdf

Committee Members:

Timothy William Simpson, Committee Chair/Co-Chair
Kon Well Wang, Committee Member
Russell Richard Barton, Committee Member
Mark Thomas Traband, Committee Member
Runze Li, Committee Member

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:

Lin, Junyi

Title:

Variance-bias Trade-off in Generalized Linear Regression Models

Graduate Program:

Statistics

Keywords:

bias and variance tradeoff
covariate-adjusted approach
generalized linear model

File:

Download MasterThesis_Junyi.pdf

Committee Members:

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

Author:

Yang, Jingyun

Title:

Measurement of Agreement for Categorical Data

Graduate Program:

Statistics

Keywords:

multivariate kappa
kappa
Agreement

File:

Download dissertation0613.pdf

Committee Members:

Vernon Michael Chinchilli, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
Damla Senturk, Committee Member
Tonya Sharp King, 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:

Kim, Kion

Title:

THE RECENT HISTORY FUNCTIONAL LINEAR MODEL AND ITS EXTENSION TO SPARSE LONGITUDINAL DATA

Graduate Program:

Statistics

Keywords:

Functional Principal Component Analysis
Recent History Functional Linear Models
Longitudinal Data Analysis
Functional Linear Models
Functional Data Analysis
Varying Coefficient Models

File:

Download KionKim-Dissertation.pdf

Committee Members:

Damla Senturk, Dissertation Advisor/Co-Advisor
Damla Senturk, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Linda Marie Collins, Committee Member

Author:

Das, Kiranmoy

Title:

SEMI-PARAMETRIC BAYESIAN FUNCTIONAL MAPPING WITH IRREGULAR SPARSE LONGITUDINAL DATA

Graduate Program:

Statistics

Keywords:

Longitudinal data
functional mapping
MCMC

File:

Download Das_Kiranmoy_thesis.pdf

Committee Members:

Rongling Wu, Dissertation Advisor/Co-Advisor
Rongling Wu, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
Vernon Michael Chinchilli, Committee Member
Debashis Ghosh, Committee Member
Peter Cm Molenaar, Committee Member

Author:

Gabrielli, María Florencia

Title:

Structural Analysis of Auction Models

Graduate Program:

Economics

Keywords:

first--price autions
econometrics
collusion
structural approach

File:

Download Thesis_MFGabrielli.pdf

Committee Members:

Coenraad Arnout P Pinkse, Dissertation Advisor/Co-Advisor
Coenraad Arnout P Pinkse, Committee Chair/Co-Chair
Herman J Bierens, Committee Member
Sung Jae Jun, Committee Member
Runze Li, Committee Member

Author:

Park, Minwoo

Title:

EFFICIENT MEAN-SHIFT BELIEF PROPAGATION AND ITS APPLICATIONS IN COMPUTER VISION

Graduate Program:

Computer Science and Engineering

Keywords:

MRF
Inference
Graphical Model
Belief Propagation
Computer Vision

File:

Download MinwooFinalDissertation.pdf

Committee Members:

Yanxi Liu, Dissertation Advisor/Co-Advisor
Yanxi Liu, Committee Chair/Co-Chair
Robert T Collins, Committee Chair/Co-Chair
Jesse Louis Barlow, Committee Member
Runze Li, Committee Member

Author:

Yoo, Mina

Title:

MEASURES OF AGREEMENT IN METHOD COMPARISON STUDIES FOR INTENSIVE LONGITUDINAL DATA

Graduate Program:

Statistics

Keywords:

concordance correlation coefficient
varying coefficient models
partially linear models
mixed effects models
measurement agreement
intensive longitudinal data

File:

Download MinaYoo-Dissertation.pdf

Committee Members:

Dr Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Mosuk Chow, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
Vernon Michael Chinchilli, Committee Member

Author:

Huang, Mian

Title:

NONPARAMETRIC TECHNIQUES IN FINITE MIXTURE OF REGRESSION MODELS

Graduate Program:

Statistics

Keywords:

mixture of regression models
nonparametric regression
EM algorithm
mixture of Gaussian processes

File:

Download Dissertation_MianHuang.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
David Russell Hunter, Committee Member
Bruce G Lindsay, Committee Member
Hoben Thomas, Committee Member

Author:

Kim, Min Kyung

Title:

On Dimension Folding of Matrix or Array Valued Statistical Objects

Graduate Program:

Statistics

Keywords:

Kronecker Envelop
Directional Regression
Sliced Inverse Regression
Sliced Average Variance Estimate

File:

Download Minkyung-Dissertation.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
Runze Li, Committee Member
C Lee Giles, Committee Member