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Author:

Koch, Hillary

Title:

Statistical methods for the analysis of multi-condition large-scale genomic data

Graduate Program:

Statistics

Keywords:

large-scale inference
statistical genomics
mixture models
Gaussian process
composite likelihood
empirical Bayes

File:

Download KochDiss.pdf

Committee Members:

Qunhua Li, Dissertation Advisor/Co-Advisor
Qunhua Li, Committee Chair/Co-Chair
Francesca Chiaromonte, Committee Member
Lin Lin, Committee Member
Ross Cameron Hardison, Outside Member
Ephraim Mont Hanks, Program Head/Chair
Benjamin A Shaby, Special Member

Author:

Nascimento, Mauricio

Title:

Statistical Methods For Spatial And Multivariate Spatial Extreme Values

Graduate Program:

Statistics

Keywords:

Extreme Values
Dirichlet Mixture
Angular Distribution
Scale Mixture

File:

Download Dissertation_V2.pdf

Committee Members:

Benjamin A. Shaby, Dissertation Advisor/Co-Advisor
Benjamin A. Shaby, Committee Chair/Co-Chair
Ephraim Mont Hanks, Committee Member
Lynn Lin, Committee Member
Chris Eliot Forest, Outside Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Liao, Yujie

Title:

Varying Coefficient Mediation Model

Graduate Program:

Statistics (PHD)

Keywords:

Mediation analysis
Varying coefficient model
Indirect effect
Generalized linear model

File:

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Committee Members:

Bing Li, Major Field Member
Matthew Reimherr, Major Field Member
Runze Li, Chair & Dissertation Advisor
Helen Kamens, Outside Unit & Field Member
Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies

Author:

Quach, Harris

Title:

Advances in Forward Sufficient Dimension Reduction Methods for Statistical Learning

Graduate Program:

Statistics (PHD)

Keywords:

ordinal data
functional data
classification
outer product of canonical gradients
tensor product of gradients
local linear function on function regression
k-means tuning

File:

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Committee Members:

Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies
Bharath Kumar Sriperumbudur, Major Field Member
Yanyuan Ma, Major Field Member
Bing Li, Chair & Dissertation Advisor
Alexei Novikov, Outside Unit & Field Member

Author:

Wen, Jiawei

Title:

Multi-block ADMM Algorithms for High-dimensional Sparse Estimation

Graduate Program:

Statistics

Keywords:

Feature partition
Alternating direction method of multipliers
High dimensional data

File:

Download jiawei_dissertation.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Ethan Xingyuan Fang, Committee Chair/Co-Chair
Lingzhou Xue, Committee Member
Helen Marie Kamens, Outside Member
Ephraim Mont Hanks, Program Head/Chair
Ethan Xingyuan Fang, Dissertation Advisor/Co-Advisor

Author:

Sheng, Tianhong

Title:

Statistical Learning with Conditional Independence and Graphical Models

Graduate Program:

Statistics (PHD)

Keywords:

Conditional Independence
Graphical Models
Reproducing Kernel Hilbert Spaces
Cross-validation

File:

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Committee Members:

Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies
David Hunter, Major Field Member
Bharath Kumar Sriperumbudur, Co-Chair & Dissertation Advisor
Rongling Wu, Outside Unit & Field Member
Bing Li, Co-Chair & Dissertation Advisor

Author:

Phadke, Sayali

Title:

Measurement, Assessment, and Improvement of Statistical Literacy in Relevant Contexts

Graduate Program:

Statistics (PHD)

Keywords:

Statistics Education
Statistical Literacy
Cognitive Diagnostic Modeling
Context
Isomorphic Assessment

File:

Download SayaliPhadke-PhDissertation_Final.pdf

Committee Members:

Ephraim Mont Hanks, Program Head/Chair
David Hunter, Co-Chair, Dissertation Advisor and Minor Member
Dennis Pearl, Major Field Member
Matthew Beckman, Co-Chair & Dissertation Advisor
Kari Morgan, Special Member
Jonna Kulikowich, Outside Unit & Field Member

Author:

Nixon, Michelle Anne

Title:

Privacy Preserving Methods in the Era of Big Data: New Methods and Connections

Graduate Program:

Statistics

Keywords:

Statistical Data Privacy
Synthetic Data
Statistical Disclosure Control
Differential Privacy
Knockoffs

File:

Download Nixon_dissertationFinal.pdf

Committee Members:

Aleksandra B Slavkovic, Dissertation Advisor/Co-Advisor
Aleksandra B Slavkovic, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
Lingzhou Xue, Committee Member
Jennifer Lynne Van Hook, Outside Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Cui, Shijie

Title:

Statistical Inference for High Dimensional Models

Graduate Program:

Statistics (PHD)

Keywords:

statistics
statistical inference
high dimension
partially linear single index
matrix
rank
double robust
measurement error
misspecified
sparse SVD

File:

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Committee Members:

Lingzhou Xue, Major Field Member
Yanyuan Ma, Major Field Member
Rongling Wu, Outside Unit & Field Member
Bing Li, Major Field Member
Runze Li, Chair & Dissertation Advisor
Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies

Author:

Rios, Nicholas

Title:

Contributions to Mixture Experiments When Order of Addition is Important

Graduate Program:

Statistics (PHD)

Keywords:

Design of Experiments
Mixture Experiments
Order of Addition
Threshold Accepting

File:

Download NRIOS_DISSERTATION_FINALEDIT.pdf

Committee Members:

Lingzhou Xue, Chair & Dissertation Advisor
Yanyuan Ma, Major Field Member
Hui Yang, Outside Unit & Field Member
Dennis Kon-Jin Lin, Special Member
Murali Haran, Major Field Member
Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies