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Author:

Cheng, Vivian

Title:

Distributed Inference for Nonparametric Regression Models: Optimal Weighted Averaging and Bandwidth Selection

Graduate Program:

Statistics

Keywords:

Distributed Learning
Nonparametric Regression Models
Semiparametric Models
Varying Coefficient Model
Partial Linear Varying Coefficient Model
Parkinson's Disease

File:

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Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Lan Kong, Outside Unit & Field Member
Le Bao, Major Field Member
Zhibiao Zhao, Major Field Member
Runze Li, Chair & Dissertation Advisor

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

Author:

Hagrass, Omar

Title:

Minimax Optimal Spectral Regularized Kernel Hypothesis Tests

Graduate Program:

Statistics

Keywords:

maximum mean discrepancy
Two-sample test
reproducing kernel Hilbert space
reproducing kernel Hilbert space
covariance operator
U-statistic
Bernstein’s inequality
minimax separation
permutation test
spectral regularization
Goodness-of-fit test
kernel Stein discrepancy
adaptivity
adaptivity
wild bootstrap

File:

Download Omar_Hagrass_Dissertation.pdf

Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Bharath Kumar Sriperumbudur, Chair & Dissertation Advisor
Yanyuan Ma, Major Field Member
Bing Li, Major Field Member
Necdet Aybat, Outside Unit & Field Member
Krishnakumar Balasubramanian, Special Member
Zoltan Szabo, Special Member

Author:

Tran, Tran

Title:

Facilitating Access and Advancing Analytical Methodology for Confidential Data via Differentially Private Quantile Regression

Graduate Program:

Statistics

Keywords:

differential privacy
quantile regression

File:

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Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Sarah Rajtmajer, Outside Unit & Field Member
hyebin song, Major Field Member
Matthew Reimherr, Co-Chair & Dissertation Advisor
Aleksandra Slavkovic, Co-Chair & Dissertation Advisor

Author:

Mattiace, John Michael

Title:

A stochastic model studying interactions between breastfeeding and vaccination in providing rotavirus immunity

Graduate Program:

Statistics

Keywords:

rotavirus
approximate bayesian computation
bayesian
ordinary differential equations
sir

File:

Download MattiaceThesis.pdf

Committee Members:

Murali Haran, Thesis Advisor/Co-Advisor
Stephen Berg, Committee Member
Murali Haran, Committee Member
Runze Li, Program Head/Chair

Author:

Tang, Elle

Title:

A NEW GAUSSIAN GRAPHICAL MODEL-BASED NETWORK INFERENCE METHOD TO INVESTIGATE GENE CO-EXPRESSION RELATIONSHIPS USING SINGLE-CELL RNA-SEQUENCING DATA

Graduate Program:

Statistics

Keywords:

Gaussian Graphical Model
single-cell RNA-sequencing
single-cell genomics
gene co-expression networks

File:

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Committee Members:

Qunhua Li, Thesis Advisor/Co-Advisor
Lingzhou Xue, Committee Member
Nicole Lazar, Program Head/Chair