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Author:

Luo, Wei

Title:

Efficient estimation and order determination for sufficient dimension reduction

Graduate Program:

Statistics

Keywords:

dimension reduction
order-determination
bootstrap
augmentation
semi-parametric
efficient estimation.

File:

Download dissertation_-_Wei_Luo.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Runze Li, Committee Member
Naomi S Altman, Committee Member
Jesse Louis Barlow, Committee Member

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

Author:

Dong, Yuexiao

Title:

Dimension Reduction for Non-elliptically Distributed Predictors

Graduate Program:

Statistics

Keywords:

central space
dimension reduction
solution space
non-ellipticity

File:

Download dong_phd.pdf

Committee Members:

Bing Li, Committee Chair/Co-Chair
Michael G. Akritas, Committee Member
Runze Li, Committee Member
Dennis K. J. Lin, Committee Member

Author:

Song, Jun

Title:

Dimension reduction for functional data

Graduate Program:

Statistics

Keywords:

dimension reduction
random operator
supervised machine learning
unsupervised machine learning
functional data analysis
handwriting data
speech recognition data
dimension reduction
random operator
supervised machine learning
unsupervised machine learning
functional data analysis
handwriting data
speech recognition data

File:

Download Thesis_Jun.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Naomi S. Altman, Committee Member
Runze Li, Committee Member
Christopher Parker, Outside Member
Matthew Reimherr, Committee Member

Author:

Qiao, Mu

Title:

Visual Analytics Through Gaussian Mixture Models with Subspace Constrained Component Means

Graduate Program:

Statistics

Keywords:

visualization
high dimensionality
dimension reduction
subspace
Gaussian mixture model

File:

Download Mu_Qiao_thesis.pdf

Committee Members:

Jia Li, Thesis Advisor/Co-Advisor
Jia Li, Thesis Advisor/Co-Advisor

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