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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:

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

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