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Author:

Srinivasan, Arun

Title:

Topics on High-Dimensional Statistical Methods for Compositional Data

Graduate Program:

Statistics (PHD)

Keywords:

compositional data analysis
robust statistics
human microbiome
high-dimensional statistics
covariance estimation
knockoff filter
variable selection
tyler's m-estimator
huber's m-estimator

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Committee Members:

Lingzhou Xue, Chair & Dissertation Advisor
Xiang Zhan, Outside Unit & Field Member
Runze Li, Major Field Member
Francesca Chiaromonte, Major Field Member
Ephraim Hanks, Professor in Charge/Director of Graduate Studies

Author:

Liao, Yujie

Title:

Varying Coefficient Mediation Model

Graduate Program:

Statistics (PHD)

Keywords:

Mediation analysis
Varying coefficient model
Indirect effect
Generalized linear model

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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:

Wright, Isaac

Title:

Machine Learning Methods for Regression and Classification with Functional Data

Graduate Program:

Statistics (PHD)

Keywords:

Functional Data
Boosting
Decision Trees
Classification
Regression
Machine Learning
Supervised Learning
Unsupervised Learning

File:

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Committee Members:

Ephraim Hanks, Professor in Charge/Director of Graduate Studies
Jia Li, Major Field Member
Matthew Reimherr, Chair & Dissertation Advisor
John Liechty, Outside Unit & Field Member
Francesca Chiaromonte, Major Field Member

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

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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:

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:

Kelling, Claire

Title:

Advances in Spatial Models for Urban Crime

Graduate Program:

Statistics (PHD)

Keywords:

spatial statistics
point process
criminology
policing

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Committee Members:

Corina Antohi Graif, Outside Unit & Field Member
Gizem Korkmaz, Special Member
Aleksandra Slavkovic, Co-Chair of Committee
Murali Haran, Co-Chair, Dissertation Advisor and Minor Member
Ephraim Mont Hanks, Program Head/Chair
Ephraim Hanks, Major Field Member

Author:

Li, Xiaoxiao

Title:

Space-time Models for Inferring Infectious Disease Risk and Burden

Graduate Program:

Statistics (PHD)

Keywords:

infectious disease
space-time model
disease transmission

File:

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Committee Members:

Ephraim Hanks, Professor in Charge/Director of Graduate Studies
Matthew Ferrari, Outside Unit & Field Member
Stephen Berg, Major Field Member
Le Bao, Major Field Member
Murali Haran, Chair & Dissertation Advisor

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

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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

Author:

Tao, Jun

Title:

New advances in structure learning of graphical models

Graduate Program:

Statistics (PHD)

Keywords:

graphical model
statistical learning

File:

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Committee Members:

Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies
Lingzhou Xue, Chair & Dissertation Advisor
Antonio Blanca, Outside Unit & Field Member
Bing Li, Dissertation Co-Advisor
Runze Li, Major Field Member