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Author:

Zhang, Zhe

Title:

Inference Methods for High-Dimensional Data: A Focus On Different Hypothesis Testing Problems

Graduate Program:

Statistics (PHD)

Keywords:

statistical inference
high dimension
marginal coordinate hypothesis
sufficient dimension reduction
partial linear model
power enhancement
linear hypothesis

File:

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Committee Members:

Murali Haran, Program Head/Chair
Bing Li, Major Field Member
Zhibiao Zhao, Major Field Member
Ming Wang, Outside Unit & Field Member
Runze Li, Chair & Dissertation Advisor

Author:

Zhang, Qi

Title:

Dimension Reduction and Graphical Models using Optimal Transport

Graduate Program:

Statistics (PHD)

Keywords:

Sufficient dimension reduction;
Metric space-valued data;
Graphical model;
Optimal transport;

File:

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Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Lingzhou Xue, Co-Chair & Dissertation Advisor
Ting He, Outside Unit & Field Member
Bing Li, Co-Chair & Dissertation Advisor
Runze Li, Major Field Member

Author:

Zhang, Lixiang

Title:

Trustworthy Unsupervised and Supervised Learning

Graduate Program:

Statistics (PHD)

Keywords:

Trustworthy Machine Learning
Clustering Uncertainty Assessment
Multi-view Stability-based Clustering
Enhancing Interpretability of DNN
Robust Surrogate Model for Uncertainty Quantification

File:

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Committee Members:

Lin Lin, Major Field Member & Dissertation Advisor
Jia Li, Chair & Dissertation Advisor
Matthew Reimherr, Major Field Member
Emily Davenport, Outside Unit & Field Member
Ephraim Hanks, Professor in Charge/Director of Graduate Studies