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Start Over Graduate Program Statistics Committee Member Bharath Kumar Sriperumbudur

1. Confidence Regions and Bands : for Functional Parameters and Hypothesis Testing Inversion

open_access
Open Access
Author:
Choi, Hyunphil
Title:
Confidence Regions and Bands : for Functional Parameters and Hypothesis Testing Inversion
Graduate Program:
Statistics
Keywords:
Functional Data Analysis
Hypothesis Testing
Confidence Regions
Confidence Bands
Principal Component Analysis
Gaussian Process
Distribution Goodness-of-Fit Tests
Kolmogorov-Smirnov
Anderson-Darling
Time Series
Bootstrap
Test-Inversion
Market Predictability
File:
Download Thesis_HyunphilChoi_0622A.pdf
Committee Members:
Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Bing Li, Committee Member
Bharath Kumar Sriperumbudur, Committee Member
Timothy T Simin, Outside Member

2. A STUDY OF APPROXIMATIONS AND DATA REDUCTION TECHNIQUES FOR KERNEL REGULARIZED LEAST SQUARES

open_access
Open Access
Author:
Straub, Benjamin Marshall
Title:
A STUDY OF APPROXIMATIONS AND DATA REDUCTION TECHNIQUES FOR KERNEL REGULARIZED LEAST SQUARES
Graduate Program:
Statistics
Keywords:
Kernel Methods
Machine-Learning
Ridge
Regularization
Random Projections
Clustering
Least-Squares
File:
Download final_thesis.pdf
Committee Members:
Bharath Kumar Sriperumbudur, Thesis Advisor/Co-Advisor
Donald Richards, Committee Member
David Russell Hunter, Committee Member
Benjamin Adam Shaby, Committee Member

4. Optimizing Finite Sample Performance of Differential Privacy

open_access
Open Access
Author:
Awan, Jordan
Title:
Optimizing Finite Sample Performance of Differential Privacy
Graduate Program:
Statistics
Keywords:
Statistical Disclosure Control
Statistical Disclosure Limitation
Empirical Risk Minimization
Regression
File:
Download ThesisMerge.pdf
Committee Members:
Aleksandra B Slavkovic, Dissertation Advisor/Co-Advisor
Aleksandra B Slavkovic, Committee Chair/Co-Chair
Matthew Logan Reimherr, Committee Member
Bharath Kumar Sriperumbudur, Committee Member
Daniel Kifer, Outside Member
Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Ephraim Mont Hanks, Program Head/Chair

5. Joint Estimation of Multiple Graphical Models From Heterogeneous Subpopulations

open_access
Open Access
Author:
Moysidis, Ilias
Title:
Joint Estimation of Multiple Graphical Models From Heterogeneous Subpopulations
Graduate Program:
Statistics
Keywords:
Graphical Models
Joint estimation
heterogeneous subpopulations
neighborhood selection
variable selection
nonsmooth optimization
functional graphical models
File:
Download Ilias_Moysidis_-_Dissertation.pdf
Committee Members:
Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Bharath Kumar Sriperumbudur, Committee Member
Runze Li, Committee Member
Alexei Novikov, Outside Member
Ephraim Mont Hanks, Program Head/Chair

6. Dimension Reduction and Sufficient Graphical Models

open_access
Open Access
Author:
Kim, Kyongwon
Title:
Dimension Reduction and Sufficient Graphical Models
Graduate Program:
Statistics
Keywords:
Sufficient Dimension Reduction
Post Dimension Reduction Statistical Inference
Graphical Models
Reproducing Kernel Hilbert Space
File:
Download Dissertation_Kyongwon_Kim.pdf
Committee Members:
Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Bharath Kumar Sriperumbudur, Committee Member
Rongling Wu, Outside Member
Ephraim Mont Hanks, Program Head/Chair