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Purdue University

On New Approaches for Variable Selection under Single Index Model and DNA Methylation Status Calling

Abstract

dc:description.abstract

This thesis consists of two main components: a regularization based variable selection method for the single index model and a novel classification based method for DNA methylation status calling for bisulphite-sequencing data.

Degree

thesis:*
Name thesis:degree_name
Doctor of Philosophy (PhD)
Level thesis:degree_level
Dissertation
Discipline thesis:degree_discipline
Statistics
Year
2015

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Cheng, Longjie
Contributors dc:contributor
  • Michael Yu Zhu
  • Rebecca W. Doerge
  • Mary Ellen Bock
  • Jun Xie

Identifiers

dc:identifier.*
OAI identifier oai:identifier
oai:docs.lib.purdue.edu:open_access_dissertations-2320

Chain of custody

source
Harvested from
Purdue University
Base URL
docs.lib.purdue.edu/do/oai/
Last updated
2026-07-24
Source record
OAI-PMH GetRecord
related terms
citation

Cheng, Longjie. On New Approaches for Variable Selection under Single Index Model and DNA Methylation Status Calling. Dissertation thesis, 2015. https://docs.lib.purdue.edu/open_access_dissertations/1104