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Author:

Alshraideh, Hussam

Title:

Analysis and Optimization of Profile and Shape Response Experiments

Graduate Program:

Industrial Engineering

Keywords:

Profile
Shape
Gaussian Process
Geometry
shape optimization
Statistical shape analysis
process optimization.

File:

Download HussamDissertation.pdf

Committee Members:

Enrique Del Castillo, Dissertation Advisor/Co-Advisor
Enrique Del Castillo, Committee Chair/Co-Chair
M Jeya Chandra, Committee Member
Paul Griffin, Committee Member
Murali Haran, Committee Member

Author:

Olson, Roman

Title:

How Well Can Historical Temperature Observations Constrain Climate Sensitivity

Graduate Program:

Geosciences

Keywords:

Climate sensitivity
internal climate variability
Gaussian Process
climate model
Markov chain Monte Carlo

File:

Download RO_Dissertation.pdf

Committee Members:

Klaus Keller, Dissertation Advisor/Co-Advisor
Klaus Keller, Committee Chair/Co-Chair
Chris Eliot Forest, Committee Member
James Kasting, Committee Member
Murali Haran, Committee Member

Author:

Chang, Won

Title:

Climate Model Calibration Using High-Dimensional and Non-Gaussian Spatial Data

Graduate Program:

Statistics

Keywords:

Climate Model Calibration
Gaussian Process
High-dimensional Spatial Data
Non-Gaussian Spatial Data

File:

Download WonChang-Dissertation.pdf

Committee Members:

Murali Haran, Dissertation Advisor/Co-Advisor
Murali Haran, Committee Chair/Co-Chair
Klaus Keller, Committee Member
Bing Li, Committee Member
Donald Richards, 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

Author:

Gilbertson, Christian

Title:

Using Data-driven Methods to Find Planets Around Stars With Magnetic Activity

Graduate Program:

Astronomy and Astrophysics

Keywords:

Exoplanets
Astrobiology
Astrostatistics
Machine Learning
Gaussian Process
Open Source Software
Radial Velocity
Spectroscopy
Stellar Variability
Planet Detection
Telluric Variability
Astronomy
Astrophysics

File:

Download Christian_Gilbertson_Dissertation__5_.pdf

Committee Members:

Rebekah Dawson, Major Field Member
Suvrath Mahadevan, Major Field Member
Jason Wright, Co-Chair of Committee
Eric Ford, Chair & Dissertation Advisor
James Kasting, Outside Unit & Field Member
Robin Ciardullo, Program Head/Chair

Author:

Liang, Junjie

Title:

Predictive Modeling for High Dimensional Longitudinal Data

Graduate Program:

Informatics

Keywords:

Longitudinal data analysis
longitudinal correlation
cluster correlation
Gaussian Process
Factorization Machines

File:

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Committee Members:

Xiang Zhang, Major Field Member
Lin Lin, Outside Unit & Field Member
Suhang Wang, Major Field Member
Vasant Honavar, Chair & Dissertation Advisor
Mary Beth Rosson, Program Head/Chair

Author:

Xue, Chen

Title:

Statistical Methods for Hi-C data

Graduate Program:

Statistics

Keywords:

Hi-C
Copula Mixture Model
Markov Random Field Model
Gaussian Process

File:

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Committee Members:

Runze Li, Professor in Charge/Director of Graduate Studies
Dajiang Liu, Outside Unit & Field Member
Qunhua Li, Chair & Dissertation Advisor
Runze Li, Major Field Member
Yogasudha Veturi, Major Field Member