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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:

Feng, Yijia

Title:

Robust Nonparametric Function Estimation with Serially Correlated Data

Graduate Program:

Statistics

Keywords:

autoregressive process
local linear regression
robust regression

File:

Download Yijia_Feng_Thesis.pdf

Committee Members:

Dr. Runze Li, Committee Chair/Co-Chair
Dr. Damla Senturk, Committee Member
Dr. Fuqing Zhang, Committee Member
Dr. Zhibiao Zhao, Committee Member

Author:

Taoufik, Bahaeddine

Title:

FUNCTIONAL DATA BASED INFERENCE FOR HIGH FREQUENCY FINANCIAL DATA

Graduate Program:

Statistics

Keywords:

Functional Data
Nonlinear Functional Regression
Cross-section of returns
Cumulative intraday returns
Reproducing kernel Hilbert spaces

File:

Download Dissertation_B_Taoufik.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Runze Li, Committee Member
Zhibiao Zhao, Committee Member
John C Liechty, Outside Member

Author:

Solea, Eftychia

Title:

Nonparametric graphical models for functional data

Graduate Program:

Statistics

Keywords:

Additive conditional independence; additive correlation operator; additive precision operator; EEG; fMRI; gaussian graphical model; reproducing kernel Hilbert space.
Functional Principal Component Analysis
Hilbert space- valued random elements
Karhunen-Loeve expansion
Rank Correlation
Rank Transformation.

File:

Download EftychiaSolea-PhDDissertation.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Aleksandra Slavkovic, Committee Member
Michael Akritas, Committee Member
Rongling Wu, Outside Member

Author:

Xu, Zhanxiong

Title:

Efficient parameter estimation methods using quantile regression in heteroscedastic models

Graduate Program:

Statistics

Keywords:

quantile regression
heteroscedastic models
optimal weighting
composite quantile regression

File:

Download Final_Dissertation.pdf

Committee Members:

Zhibiao Zhao, Dissertation Advisor/Co-Advisor
Zhibiao Zhao, Committee Chair/Co-Chair
Runze Li, Committee Member
Lingzhou Xue, Committee Member
Tao Yao, Outside 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

Author:

Constantinou, Panayiotis

Title:

TESTING SEPARABILITY OF FUNCTIONAL DATA

Graduate Program:

Statistics

Keywords:

Separability
Functional data
Space-time processes
Functional panels

File:

Download Panayiotis_Constantinou-thesis.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Michael G Akritas, Committee Member
Bing Li, Committee Member
John C Liechty, Outside 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:

Guan, Yawen

Title:

Reduced-dimensional Non-Gaussian Spatial Models and Statistical Methods for Studying the West Antarctic Ice Sheet

Graduate Program:

Statistics

Keywords:

Spatial Model
Non-Gaussian Spatial Data
Markov chain Monte Carlo Expectation Maximization
West Antarctic Ice Sheet
Glacier Dynamics
Bayesian Hierarchical Model
Gaussian Process
Latent Gaussian Process Model

File:

Download YawenGuan-dissertation.pdf

Committee Members:

Murali Haran, Dissertation Advisor/Co-Advisor
Murali Haran, Committee Chair/Co-Chair
Francesca Chiaromonte, Committee Member
Ephraim Mont Hanks, Committee Member
Chris Eliot Forest, Outside Member

Author:

Choi, Hyunphil

Title:

Confidence Regions and Bands : for Functional Parameters and Hypothesis Testing Inversion

Graduate Program:

Statistics

Keywords:

Functional Data Analysis
Hypothesis Testing
Confidence Regions
Confidence Bands
Principal Component Analysis
Gaussian Process
Distribution Goodness-of-Fit Tests
Kolmogorov-Smirnov
Anderson-Darling
Time Series
Bootstrap
Test-Inversion
Market Predictability

File:

Download Thesis_HyunphilChoi_0622A.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Bing Li, Committee Member
Bharath Kumar Sriperumbudur, Committee Member
Timothy T Simin, Outside Member