DONG-DISSERTATION-2022.pdf (1.17 MB)
Assorted Techniques for Handling High Dimensional Data
thesis
posted on 2022-05-01, 00:00 authored by Yushen DongTechniques of handling high-dimensional data is a really active research area lately as data collection and storage methods are advanced now. Variable selection and dimension reduction are two main sections of this area. In this dissertation, we introduce three techniques for dealing
with situations where the number of predictors is extremely high, which are suited for various data types and models.
History
Advisor
Wu, YichaoChair
Wu, YichaoDepartment
Mathematics, Statistics, & Computer ScienceDegree Grantor
University of Illinois at ChicagoDegree Level
- Doctoral
Degree name
PhD, Doctor of PhilosophyCommittee Member
Min, Yang Wang, Jing Yang, Jie Chen, Hua YunSubmitted date
May 2022Thesis type
application/pdfLanguage
- en