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Start Over Graduate Program Statistics Year 2010

1. By Design: Exchange Algorithms to Construct Exact Model-Robust and Multiresponse Experimental Designs

open_access
Open Access
Author:
Smucker, Byran Jay
Title:
By Design: Exchange Algorithms to Construct Exact Model-Robust and Multiresponse Experimental Designs
Graduate Program:
Statistics
Keywords:
split-plot design
optimal design
maximin
File:
Download Smucker_Dissertation.pdf
Committee Members:
Enrique Del Castillo And James Rosenberger, Dissertation Advisor/Co-Advisor
Enrique Del Castillo, Committee Chair/Co-Chair
James Landis Rosenberger, Committee Chair/Co-Chair
Rana Arnold, Committee Member
Bing Li, Committee Member
Susan H Xu, Committee Member

2. Variable Selection and Regularized Mixture Modeling for Clustering

open_access
Open Access
Author:
Lee, Hyang Min
Title:
Variable Selection and Regularized Mixture Modeling for Clustering
Graduate Program:
Statistics
Keywords:
Modal EM
Ridgeline EM
Wrapper method
Aggregated distinctiveness
Gaussian mixture models
Covariance shrinkage
BIC-type penalized log-likelihood
Mixture model based clustering
Model regularization
File:
Download Hyang_Min_Lee-Dissertation.pdf
Committee Members:
Jia Li, Dissertation Advisor/Co-Advisor
Jia Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Donald Richards, Committee Member
Peng Liu, Committee Member

4. Inference for Complex Computer Models and Large Multivariate Spatial Data with Applications to Climate Science

open_access
Open Access
Author:
Bhat, Kabekode
Title:
Inference for Complex Computer Models and Large Multivariate Spatial Data with Applications to Climate Science
Graduate Program:
Statistics
Keywords:
computer experiments
Gaussian process
multivariate spatial data
spatiotemporal data
hierarchical Bayesian modeling
climate change
File:
Download Bhat-Dissertation.pdf
Committee Members:
Murali Haran, Dissertation Advisor/Co-Advisor
Murali Haran, Committee Chair/Co-Chair
Klaus Keller, Committee Chair/Co-Chair
Donald Richards, Committee Member
Rana Arnold, Committee Member
James Samuel Shortle, Committee Member

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

open_access
Open Access
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

7. On Dimension Folding of Matrix or Array Valued Statistical Objects

open_access
Open Access
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

9. IMPROVING ESTIMATION FOR EXPONENTIAL-FAMILY RANDOM GRAPH MODELS

open_access
Open Access
Author:
Hummel, Ruth M
Title:
IMPROVING ESTIMATION FOR EXPONENTIAL-FAMILY RANDOM GRAPH MODELS
Graduate Program:
Statistics
Keywords:
composite likelihood
penalized likelihood
pseudolikelihood
maximum likelihood estimation
exponential random graph model
bias correction
Mean value parameterization
%Maximum likelihood estimation
parameter estimation
Markov chain Monte Carlo
Exponential family random graph model
contrastive divergence
exponential families
convex hull
File:
Download RuthMHummel-Dissertation.pdf
Committee Members:
David Russell Hunter, Dissertation Advisor/Co-Advisor
David Russell Hunter, Committee Chair/Co-Chair
James Landis Rosenberger, Committee Member
Murali Haran, Committee Member
Scott David Gest, Committee Member

10. MULTIPLE IMPUTATION FOR MISSING ITEMS IN MULTI-THEMED QUESTIONNAIRES

open_access
Open Access
Author:
Liu, Rong
Title:
MULTIPLE IMPUTATION FOR MISSING ITEMS IN MULTI-THEMED QUESTIONNAIRES
Graduate Program:
Statistics
Keywords:
factor model
EM algorithm
Markov chain Monte Carlo
incomplete data
File:
Download Rong_Liu.pdf
Committee Members:
Joseph Francis Schafer, Dissertation Advisor/Co-Advisor
Joseph Francis Schafer, Committee Chair/Co-Chair
Murali Haran, Committee Member
Runze Li, Committee Member
D Wayne Osgood, Committee Member