{"id":{"repo_id":"purdue-thes","oai_identifier":"oai:docs.lib.purdue.edu:open_access_dissertations-2320"},"canonical_url":"https://search.dev.ndltd.org/etd/purdue-thes/oai:docs.lib.purdue.edu:open_access_dissertations-2320","repository":{"repo_id":"purdue-thes","name":"Purdue University","base_url":"https://docs.lib.purdue.edu/do/oai/"},"display":{"title":"On New Approaches for Variable Selection under Single Index Model and DNA Methylation Status Calling","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.","abstract_html":"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.","abstract_has_math":false,"creators":["Cheng, Longjie"],"institution":null,"degree_name":"Doctor of Philosophy (PhD)","degree_level":"Dissertation","degree_discipline":"Statistics","degree_department":null,"school":null,"contributors":["Michael Yu Zhu","Rebecca W. Doerge","Mary Ellen Bock","Jun Xie"],"advisors":[],"committee_chairs":[],"committee_members":[],"year":2015,"date_issued":"2015-01-01T08:00:00Z","date_published":"2015-01-01T08:00:00Z","updated_at":"2026-07-24T03:54:17Z","subjects":[],"languages":[],"rights":[],"rights_urls":[],"identifier_entries":[]},"links":{"outbound_url":"https://docs.lib.purdue.edu/open_access_dissertations/1104","outbound_label":"Repository record","outbound_source":"dc:identifier"},"metadata_groups":[{"id":"people","label":"People","entries":[{"key":"dc:contributor","label":"Contributor","values":["Michael Yu Zhu","Rebecca W. Doerge","Mary Ellen Bock","Jun Xie"]},{"key":"dc:creator","label":"Author","values":["Cheng, Longjie"]}]},{"id":"academic_context","label":"Academic Context","entries":[{"key":"thesis:degree_discipline","label":"Discipline","values":["Statistics"]},{"key":"thesis:degree_level","label":"Degree Level","values":["Dissertation"]},{"key":"thesis:degree_name","label":"Degree Name","values":["Doctor of Philosophy (PhD)"]}]},{"id":"identifiers","label":"Identifiers","entries":[{"key":"dc:identifier","label":"Identifier","values":["https://docs.lib.purdue.edu/open_access_dissertations/1104"]}]},{"id":"additional","label":"Additional Metadata","entries":[{"key":"dc:description.abstract","label":"Abstract","values":["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."]},{"key":"dc:title","label":"Title","values":["On New Approaches for Variable Selection under Single Index Model and DNA Methylation Status Calling"]}]}],"canonical_facts":{"dc:contributor":["Michael Yu Zhu","Rebecca W. Doerge","Mary Ellen Bock","Jun Xie"],"dc:creator":["Cheng, Longjie"],"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."],"dc:identifier":["https://docs.lib.purdue.edu/open_access_dissertations/1104"],"dc:title":["On New Approaches for Variable Selection under Single Index Model and DNA Methylation Status Calling"],"thesis:degree_discipline":["Statistics"],"thesis:degree_level":["Dissertation"],"thesis:degree_name":["Doctor of Philosophy (PhD)"]},"updated_at":"2026-07-24T03:54:17Z"}