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Author:

Yan, Su

Title:

SEMI-SUPERVISED CLUSTERING FOR HIGH-DIMENSIONAL AND SPARSE FEATURES

Graduate Program:

Information Sciences and Technology

Keywords:

dimension reduction
clustering
semi-supervised learning
document analysis

File:

Download SuYan-Dissertation.pdf

Committee Members:

Dongwon Lee, Dissertation Advisor/Co-Advisor
Dongwon Lee, Committee Chair/Co-Chair
C Lee Giles, Committee Chair/Co-Chair
Jesse Louis Barlow, Committee Member
Tracy Mullen, Committee Member

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

Author:

Bhattacharyya, Suparno

Title:

Physics-informed model reduction of dynamical systems subjected to impacts and discontinuity

Graduate Program:

Engineering Science and Mechanics (PHD)

Keywords:

Physics-informed model reduction
reduced order modeling
model reduction
structural vibration
nonlinear dynamics
impulsive loading
kicked oscillator
data-driven methods
dimension reduction
POD
PCA
Proper orthogonal decomposition
Energy-closure criterion
vibration
structural dynamics
simulation
beam theory
solid mechanics
dynamical systems
chaos
bifurcation

File:

Download Bhattacharyya_PhD_thesis.pdf

Committee Members:

Joseph Cusumano, Chair & Dissertation Advisor
Corina Drapaca, Major Field Member
Francesco Costanzo, Major & Minor Field Member
George Lesieutre, Outside Unit & Field Member
Albert Segall, Program Head/Chair

Author:

Cai, Zhanrui

Title:

New Statistical Tools for Independence and Conditional Independence

Graduate Program:

Statistics (PHD)

Keywords:

Online leaerning
dimension reduction
test of independence
test of conditional independence
causal discovery

File:

Download Zhanrui.pdf

Committee Members:

Bharath Kumar Sriperumbudur, Major Field Member
Yanyuan Ma, Major Field Member
Bing Li, Major Field Member
Ming Wang, Outside Unit & Field Member
Runze Li, Chair & Dissertation Advisor
Ephraim Mont Hanks, Program Head/Chair

Author:

Ghosh, Trinetri

Title:

Semiparametric Approaches for Average Causal Effect and Precision Medicine

Graduate Program:

Statistics (PHD)

Keywords:

Causal effect
dimension reduction
precision medicine
robustness
semiparametric
value function

File:

Download Dissertation_TrinetriGhosh.pdf

Committee Members:

Jenny Li, Outside Unit & Field Member
Yanyuan Ma, Chair & Dissertation Advisor
Bing Li, Major Field Member
Ephraim Hanks, Program Head/Chair
Kari Morgan, Major Field Member
Dennis Kon-Jin Lin, Special Member