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Start Over Degree PHD Keyword dimension reduction

1. SEMI-SUPERVISED CLUSTERING FOR HIGH-DIMENSIONAL AND SPARSE FEATURES

open_access
Open Access
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

2. Efficient estimation and order determination for sufficient dimension reduction

open_access
Open Access
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

3. Motor Proteins and Non-Gaussian Areal Data: Advances in Stochastic Modeling and Computation

open_access
Open Access
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

5. Dimension reduction for functional data

open_access
Open Access
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

6. COMPUTATIONAL METHODS FOR MODELS WITH INTRACTABLE NORMALIZING FUNCTIONS

open_access
Open Access
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

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

open_access
Open Access
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

8. New Statistical Tools for Independence and Conditional Independence

open_access
Open Access
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

9. Semiparametric Approaches for Average Causal Effect and Precision Medicine

open_access
Open Access
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