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Author:

Taoufik, Bahaeddine

Title:

FUNCTIONAL DATA BASED INFERENCE FOR HIGH FREQUENCY FINANCIAL DATA

Graduate Program:

Statistics

Keywords:

Functional Data
Nonlinear Functional Regression
Cross-section of returns
Cumulative intraday returns
Reproducing kernel Hilbert spaces

File:

Download Dissertation_B_Taoufik.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Runze Li, Committee Member
Zhibiao Zhao, Committee Member
John C Liechty, Outside Member

Author:

Mirshani, Ardalan

Title:

Regularization Methods In Functional Data Analysis

Graduate Program:

Statistics

Keywords:

Functional Data
Differential Privacy
Hilbert Space
Variable Selection
Reproducing Kernel Hilbert Space
Oracle Property
Elastic Net
Smooth Estimate
Density Estimation

File:

Download PhD_Thesis__Ardalan_Mirshani_.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Runze Li, Committee Member
Francesca Chiaromonte, Committee Member
Kateryna Dmytrivna Makova, Outside Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Rao, Aniruddha Rajendra

Title:

Statistical Methods for Non-Linear Modeling in Functional Data

Graduate Program:

Statistics

Keywords:

Functional Data
Neural Network
Deep Learning
Non-Linear Modeling
Imputation

File:

Download Defense_Document_Aniruddha.pdf

Committee Members:

Lin Lin, Major Field Member
Suhang Wang, Outside Unit & Field Member
Jia Li, Major Field Member
Matthew Reimherr, Chair & Dissertation Advisor
Ephraim Hanks, Program Head/Chair

Author:

Wright, Isaac

Title:

Machine Learning Methods for Regression and Classification with Functional Data

Graduate Program:

Statistics

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