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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

Author:

Rao, Aniruddha Rajendra

Title:

COMPARISON OF DIFFERENT DENSITY ESTIMATORS FOR INFINITE DIMENSIONAL EXPONENTIAL FAMILIES

Graduate Program:

Statistics

Keywords:

Kernel Methods
Density Estimation
Exponential Family
Computation
Infinite Dimension

File:

Download Aniruddha_Thesis_Final.pdf

Committee Members:

Dr. Bharath Sriperumbudur, Thesis Advisor/Co-Advisor
Dr. Ephraim Hanks, Committee Member
Benjamin Shaby, Committee Member

Author:

Sterge, Nicholas

Title:

COMPUTATIONAL-STATISTICAL TRADEOFF IN APPOROXIMATE KERNEL PRINCIPAL COMPONENT ANALYSIS

Graduate Program:

Statistics

Keywords:

Statistics
Kernel Methods
Machine Learning
Principal Component Analysis
Approximation Methods

File:

Download NicholasJSterge_Dissertation_2_0.pdf

Committee Members:

John Harlim, Outside Unit & Field Member
Bharath Kumar Sriperumbudur, Chair & Dissertation Advisor
Bing Li, Major Field Member
Ethan Fang, Major Field Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Peoples, Wilson

Title:

Learning General Differential Operators on Unknown Manifolds

Graduate Program:

Mathematics

Keywords:

Manifold Learning
Graph Laplacian
Operator Estimation
Radial Basis Functions
Kernel Methods

File:

Login to Download

Committee Members:

Pierre-Emmanuel Jabin, Program Head/Chair
John Harlim, Chair & Dissertation Advisor
Bharath Kumar Sriperumbudur, Outside Unit & Field Member
Alexei Novikov, Major Field Member
Jeffrey Case, Major Field Member