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Author:

Song, Won Chul

Title:

Nonparametric Independence Screening And Test-based Screening Via The Variance Of The Regression Function

Graduate Program:

Statistics

Keywords:

Sure independence screening
test-based screening
Ultrahigh dimensionality

File:

Download WonchulSong_Dissertation.pdf

Committee Members:

Michael G Akritas, Dissertation Advisor/Co-Advisor
Runze Li, Committee Member
Dennis Kon Jin Lin, Committee Member
Jingzhi Huang, Special Member

Author:

Song, Jun

Title:

Dimension reduction for functional data

Graduate Program:

Statistics

Keywords:

dimension reduction
random operator
supervised machine learning
unsupervised machine learning
functional data analysis
handwriting data
speech recognition data
dimension reduction
random operator
supervised machine learning
unsupervised machine learning
functional data analysis
handwriting data
speech recognition data

File:

Download Thesis_Jun.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Naomi S. Altman, Committee Member
Runze Li, Committee Member
Christopher Parker, Outside Member
Matthew Reimherr, Committee Member