Search

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

File:

Login to Download

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:

Liu, Shuo Shuo

Title:

Statistical Learning on High-Dimensional Multi-Source Data

Graduate Program:

Statistics (PHD)

Keywords:

Transfer Learning
Multi-View Clustering
High-Dimensional Data
Machine Learning

File:

Login to Download

Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Xiang Zhu, Major Field Member
Lan Kong, Outside Unit & Field Member
Matthew Reimherr, Major Field Member
Runze Li, Chair & Dissertation Advisor

Author:

Vishwanath, Siddharth

Title:

Statistical Learning for Robust Topological Inference

Graduate Program:

Statistics (PHD)

Keywords:

Topological data analysis
Topological inference
Statistical learning
Robust statistics
Generative models
Learning on graphs
Differential privacy

File:

Login to Download

Committee Members:

Bharath Kumar Sriperumbudur, Chair & Dissertation Advisor
Alexei Novikov, Outside Unit & Field Member
Kenji Fukumizu, Special Member
Aleksandra Slavkovic, Major Field Member
Satoshi Kuriki, Special Member
Nicole Lazar, Major Field Member
Bing Li, Professor in Charge/Director of Graduate Studies

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:

Login to Download

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:

Kang, Bokgyeong

Title:

Computational Methods and Spatial Models with Intractable Likelihoods

Graduate Program:

Statistics (PHD)

Keywords:

Intractable likelihood
Hawkes process
Sample quality measure
Markov chain Monte Carlo
Spatially-varying dispersion
Zero inflation
Conway-Maxwell Poisson

File:

Login to Download

Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Matthew Ferrari, Outside Unit & Field Member
Stephen Berg, Major Field Member
Bharath Kumar Sriperumbudur, Major Field Member
John Hughes, Special Member
Murali Haran, Chair & Dissertation Advisor

Author:

Sudhakar Shetty, Samidha

Title:

Statistical Analysis of Missing Not at Random Problems with a Nonparametric Regression Model and Semiparametric Missingness Mechanism.

Graduate Program:

Statistics (PHD)

Keywords:

Efficient influence function model misspecification
nonignorable missing data
propensity of missing data
robust estimation
semiparametric statistics.
Nonignorable missing data
Semiparametric statistics
Efficient influence function
Robust estimation
Efficient estimation

File:

Login to Download

Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Yanyuan Ma, Chair & Dissertation Advisor
Xiaoyue Niu, Major Field Member
Rongling Wu, Outside Unit & Field Member
Bing Li, Major Field Member

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:

Login to Download

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:

Tong, Zhaoxue

Title:

Robust Techniques for High-dimensional Data: Modern Approaches and Applications

Graduate Program:

Statistics (PHD)

Keywords:

feature screening
false discovery rate control
robust regression
and precision matrix estimation
feature screening
false discovery rate control
robust regression
precision matrix estimation
heavy-tailed data
model-free
strong oracle property
winsorization

File:

Login to Download

Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Yanyuan Ma, Major Field Member
Bing Li, Major Field Member
Ming Wang, Outside Unit & Field Member
Runze Li, Chair & Dissertation Advisor

Author:

Liao, Yujie

Title:

Varying Coefficient Mediation Model

Graduate Program:

Statistics (PHD)

Keywords:

Mediation analysis
Varying coefficient model
Indirect effect
Generalized linear model

File:

Login to Download

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:

Login to Download

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