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142. Compartmental, Spatial, and Point Process Models for Infectious Diseases

open_access
Open Access
Author:
Goldstein, Joshua Randall
Title:
Compartmental, Spatial, and Point Process Models for Infectious Diseases
Graduate Program:
Statistics
Keywords:
infectious disease models
SIR models
spatial point processes
Gaussian processes
Markov chain Monte Carlo
File:
Download Goldstein_thesis.pdf
Committee Members:
Murali Haran, Dissertation Advisor/Co-Advisor
John Fricks, Committee Member
Ephraim Mont Hanks, Committee Member
Le Bao, Committee Member
Matthew Joseph Ferrari, Committee Member

143. A Non-iterative Method for Fitting the Single Index Quantile Regression Model with Uncensored and Censored Data

open_access
Open Access
Author:
Christou, Eliana
Title:
A Non-iterative Method for Fitting the Single Index Quantile Regression Model with Uncensored and Censored Data
Graduate Program:
Statistics
Keywords:
Censored Data
Dimension reduction
Index model
Nadaraya-Watson estimator
Quantile regression.
File:
Download Christou_Eliana_PhD.pdf
Committee Members:
Michael G Akritas, Dissertation Advisor/Co-Advisor
Bing Li, Committee Member
Zhibiao Zhao, Committee Member
Spiro E Stefanou, Committee Member
Aleksandra B Slavkovic, Special Member

145. Inference of Biophysical Diffusion With Transient Binding Using Particle Filters and Stochastic Em

open_access
Open Access
Author:
Bernstein, Jason
Title:
Inference of Biophysical Diffusion With Transient Binding Using Particle Filters and Stochastic Em
Graduate Program:
Statistics
Keywords:
Particle filter
Stochastic EM
State Space Model
Motor Protein
File:
Download PhD_Thesis.pdf
Committee Members:
John Fricks, Dissertation Advisor/Co-Advisor
Murali Haran, Committee Member
Ephraim Mont Hanks, Committee Member
William O Hancock, Committee Member

146. Feature Screening For Ultra-high Dimensional Longitudinal Data

open_access
Open Access
Author:
Chu, Wanghuan
Title:
Feature Screening For Ultra-high Dimensional Longitudinal Data
Graduate Program:
Statistics
Keywords:
Feature screening
ultra-high dimensional data
longitudinal genetic study
File:
Download Chu_Thesis.pdf
Committee Members:
Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Matthew Reimherr, Committee Member
Lingzhou Xue, Committee Member
Donna Coffman, Outside Member

147. Stochastic Models for Individual and Collective Animal Movement

open_access
Open Access
Author:
Russell, James Caleb
Title:
Stochastic Models for Individual and Collective Animal Movement
Graduate Program:
Statistics
Keywords:
Animal Movement
Collective Motion
Correlated Random Walk
MCMC algorithm
Bayesian Statistics
Potential Surface
Camponotus Pennsylvanicus
File:
Download Russell_James_Dissertation.pdf
Committee Members:
Ephraim Mont Hanks, Dissertation Advisor/Co-Advisor
Ephraim Mont Hanks, Committee Chair/Co-Chair
Murali Haran, Committee Member
John Fricks, Committee Member
David Peter Hughes, Outside Member

150. Topics on Supervised and Unsupervised Dimension Reduction

open_access
Open Access
Author:
Artemiou, Andreas A
Title:
Topics on Supervised and Unsupervised Dimension Reduction
Graduate Program:
Statistics
Keywords:
Unitary invariance
Regression
Kernel principal components
Sufficient Dimension Reduction
Support Vector Machines
File:
Download Dissertation_doc.pdf
Committee Members:
Bing Li, Committee Chair/Co-Chair
Runze Li, Committee Member
Michael Akritas, Committee Member
Francesca Chiaromonte, Committee Member
Adam Smith, Committee Member

153. Bayesian nonparametric approaches for financial option pricing

open_access
Open Access
Author:
Teng, Huei-Wen
Title:
Bayesian nonparametric approaches for financial option pricing
Graduate Program:
Statistics
Keywords:
the Greeks
asset pricing
risk management
financial options
nonparametric methods
Markov chain Monte Carlo simulation
modeling
Bayesian analysis
the state price density
File:
Download Wen-Dissertation.pdf
Committee Members:
John Liechty, Committee Chair/Co-Chair
Jingzhi (Jay) Huang, Committee Member
Murali Haran, Committee Member
Zhibiao Zhao, Committee Member

154. Motor Proteins and Non-Gaussian Areal Data: Advances in Stochastic Modeling and Computation

open_access
Open Access
Author:
Hughes, John
Title:
Motor Proteins and Non-Gaussian Areal Data: Advances in Stochastic Modeling and Computation
Graduate Program:
Statistics
Keywords:
dimension reduction
spatial model
bio-imaging
kinesin
motor protein
generalized linear model
File:
Download Hughes_dissertation.pdf
Committee Members:
John Fricks, Committee Chair/Co-Chair
Murali Haran, Committee Chair/Co-Chair
William O. Hancock, Committee Member
David Hunter, Committee Member

156. BAYESIAN ANALYSIS OF MULTIVARIATE REGIME SWITCHING COVARIANCE MODEL

open_access
Open Access
Author:
Zhang, Lu
Title:
BAYESIAN ANALYSIS OF MULTIVARIATE REGIME SWITCHING COVARIANCE MODEL
Graduate Program:
Statistics
Keywords:
dynamic covariance
state space model
Markov Chain Monte Carlo (MCMC)
bayesian analysis
stochastic volatility
time series analysis
File:
Download Lu-Dissertation.pdf
Committee Members:
John Liechty, Committee Chair/Co-Chair
Runze Li, Committee Member
Murali Haran, Committee Member
Timothy Simin, Committee Member
James Landis Rosenberger, Committee Member

158. Instrumental Variable Modeling in a Survival Analysis Framework.

open_access
Open Access
Author:
Atiyat, Muhammad
Title:
Instrumental Variable Modeling in a Survival Analysis Framework.
Graduate Program:
Statistics
Keywords:
survival analysis
endogeneity
instrumental variable
proportional hazards model
additive hazards model
AFT model.
File:
Download MuhammadAtiyat-Dissertation.pdf
Committee Members:
Dr. Debashis Ghosh, Committee Chair/Co-Chair
Dr. Bruce Lindsay, Committee Member
Dr. Bing Li, Committee Member
Dr. Christopher Zorn, Committee Member