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Author:

Quinlan, Kevin Randall

Title:

Advances in Design of Computer Experiments

Graduate Program:

Statistics

Keywords:

Covering Arrays
Bayesian Design
Plackett and Burman Designs
Experimental Run Order
Optimization

File:

Download Thesis_2262019.pdf

Committee Members:

Dennis Kon-Jin Lin, Dissertation Advisor/Co-Advisor
Dennis Kon-Jin Lin, Committee Chair/Co-Chair
Dennis Keith Pearl, Committee Member
David Hunter, Committee Member
Enrique Del Castillo, Outside Member

Author:

Peng, Jiayu

Title:

New Developments in Design of Experiments

Graduate Program:

Statistics

Keywords:

Optimal design
Order-of-addition
Run order
Screening design
Exchange algorithm
Traveling Salesman Problem

File:

Download Jiayu_Peng_Dissertation.pdf

Committee Members:

Dennis Kon-Jin Lin, Dissertation Advisor/Co-Advisor
Dennis Kon-Jin Lin, Committee Chair/Co-Chair
Matthew Logan Reimherr, Committee Member
Xingyuan Fang, Committee Member
Russell Richard Barton, Outside Member
Murali Haran, Program Head/Chair
James Rosenberger, Committee Member

Author:

Yang, Ching Chi

Title:

Dimensional Analysis for Response Surface Methodology

Graduate Program:

Statistics

Keywords:

Dimension reduction
Function approximation
Optimization
Variable selection

File:

Download Dissertation_CCY_17May19.pdf

Committee Members:

Dennis Kon-Jin Lin, Dissertation Advisor/Co-Advisor
Dennis Kon-Jin Lin, Committee Chair/Co-Chair
Ephraim Mont Hanks, Committee Member
Le Bao, Committee Member
Fuqing Zhang, Outside Member

Author:

You, Cheng

Title:

Air Quality and Health Effects: Systematic Investigation

Graduate Program:

Statistics

Keywords:

Time Series
Detrending
Smoothing
Spline
Kernel
Regression
Case Crossover
Short-term Change
Long-term Trend
Acute Effect
Chronic Effect
Air Quality
Environmental Epidemiology

File:

Download ChengYou-Dissertation.pdf

Committee Members:

Dennis K.J. Lin, Dissertation Advisor/Co-Advisor
Dennis K.J. Lin, Committee Chair/Co-Chair
Ephraim M. Hanks, Committee Member
Yanyuan Ma, Committee Member
Fuqing Zhang, Outside Member

Author:

Rao, Aniruddha Rajendra

Title:

COMPARISON OF DIFFERENT DENSITY ESTIMATORS FOR INFINITE DIMENSIONAL EXPONENTIAL FAMILIES

Graduate Program:

Statistics

Keywords:

Kernel Methods
Density Estimation
Exponential Family
Computation
Infinite Dimension

File:

Download Aniruddha_Thesis_Final.pdf

Committee Members:

Dr. Bharath Sriperumbudur, Thesis Advisor/Co-Advisor
Dr. Ephraim Hanks, Committee Member
Benjamin Shaby, Committee Member

Author:

Hadjicosta, Elena

Title:

Integral Transform Methods in Goodness-of-Fit Testing

Graduate Program:

Statistics

Keywords:

Bessel function
Contiguous alternative
Gamma distribution
Gaussian random field
Hankel transform
Wishart distribution

File:

Download Hadjicosta_thesis.pdf

Committee Members:

Donald Richards, Dissertation Advisor/Co-Advisor
Bharath Sriperumbudur, Committee Chair/Co-Chair
Michael Akritas, Committee Member
Lynn Lin, Committee Member
Kirsten Eisentraeger, Outside Member

Author:

Yu, Xiufan

Title:

Nonparametric Estimation of Sufficient Forecasting with a Diverging Number of Factors

Graduate Program:

Statistics

Keywords:

factor model
forecasting
principal components
high-dimensional predictors
nonparametric estimation
predictive inference

File:

Download MSThesis.pdf

Committee Members:

Runze Li, Thesis Advisor/Co-Advisor
Lingzhou Xue, Thesis Advisor/Co-Advisor
Bing Li, Committee Member
Ephraim Mont Hanks, Committee Member

Author:

Shen, Frank

Title:

STATISTICAL ANALYSIS OF CHROMOSOME CONFORMATION DATA AND OTHER OMIC DATA

Graduate Program:

Statistics

Keywords:

statistics
nonnegative matrix factorization
Hi-C
Chromosome Conformation
hierarchical model

File:

Download FrankShenDissertation.pdf

Committee Members:

Qunhua Li, Dissertation Advisor/Co-Advisor
Naomi S Altman, Committee Chair/Co-Chair
Francesca Chiaromonte, Committee Member
NA, Committee Member
Shaun Mahony, 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:

Park, Jaewoo

Title:

COMPUTATIONAL METHODS FOR MODELS WITH INTRACTABLE NORMALIZING FUNCTIONS

Graduate Program:

Statistics

Keywords:

Markov chain Monte Carlo
doubly intractable distributions
exponen- tial random graph models
Markov point processes
importance sampling
Gaussian processes
non-Gaussian spatial data
dimension reduction
Monte Carlo maximum likelihood

File:

Download JParkThesis.pdf

Committee Members:

Murali Haran, Dissertation Advisor/Co-Advisor
Murali Haran, Committee Chair/Co-Chair
Le Bao, Committee Member
Benjamin Adam Shaby, Committee Member
Matthew Joseph Ferrari, Outside Member