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2. NONPARAMETRIC TECHNIQUES IN FINITE MIXTURE OF REGRESSION MODELS

open_access
Open Access
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

3. 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

7. Estimation and Model Selection for Block Clustering with Mixtures: A Composite Likelihood Approach

open_access
Open Access
Author:
Kuruppumullage Don, Prabhani
Title:
Estimation and Model Selection for Block Clustering with Mixtures: A Composite Likelihood Approach
Graduate Program:
Statistics
Keywords:
Block clustering
Composite Likelihood
EM algorithm
Mixture models
File:
Download Prabhani.pdf
Committee Members:
Bruce G Lindsay, Dissertation Advisor/Co-Advisor
Francesca Chiaromonte, Dissertation Advisor/Co-Advisor
Bruce G Lindsay, Committee Chair/Co-Chair
Francesca Chiaromonte, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Kateryna Dmytrivna Makova, Committee Member
Dr Aleksandra Slavkovic, Special Member

8. Statistical Learning of Complex Large-Scale Dynamic Systems

open_access
Open Access
Author:
Lee, Kevin Haeseung
Title:
Statistical Learning of Complex Large-Scale Dynamic Systems
Graduate Program:
Statistics
Keywords:
Statistical learning
Model-based clustering
Dynamic networks
Graphical model
EM algorithm
Variational inference
File:
Download Kevin_Lee_Dissertation.pdf
Committee Members:
Lingzhou Xue, Dissertation Advisor/Co-Advisor
Lingzhou Xue, Committee Chair/Co-Chair
David R. Hunter, Committee Member
Runze Li, Committee Member
Nanyin Zhang, Outside Member
Mark S. Handcock, Special Member

9. Modeling data in time and space - studies of irregularities, dependence structure and applications

open_access
Open Access
Author:
Dang, Huy
Title:
Modeling data in time and space - studies of irregularities, dependence structure and applications
Graduate Program:
Statistics
Keywords:
functional data analysis
time series
spatio-temporal dependence
irregularities detection
EM algorithm
wavelet transform
cs-fMRI
File:
Download Huy_Dang_Final_Thesis_Submission.pdf
Committee Members:
Bing Li, Professor in Charge/Director of Graduate Studies
Bharath Kumar Sriperumbudur, Major Field Member
Marzia Cremona, Special Member
Nicole Lazar, Major Field Member
Francesca Chiaromonte, Chair & Dissertation Advisor
Chaleece Sandberg (she/her), Outside Unit & Field Member