{"id":{"repo_id":"gmu","oai_identifier":"oai:MARS:1920/9696"},"canonical_url":"https://search.dev.ndltd.org/etd/gmu/oai:MARS:1920/9696","repository":{"repo_id":"gmu","name":"George Mason University","base_url":"https://mars.gmu.edu/server/oai/request"},"display":{"title":"Network Inference from Grouped Data","abstract":"In the past two decades, the interest in network analysis has expanded rapidly. Most network analysis methods start from observed network topology. However, network structure is not directly observed in many fields, especially in social sciences. Thus, a methodology for inferring implicit network structure is required to effectively apply network analysis. One area of research involves the inference of network structure from \\textit{grouped data}. Grouped data records the manner in which a population forms subsets or smaller groups.","abstract_html":"In the past two decades, the interest in network analysis has expanded rapidly. Most network analysis methods start from observed network topology. However, network structure is not directly observed in many fields, especially in social sciences. Thus, a methodology for inferring implicit network structure is required to effectively apply network analysis. One area of research involves the inference of network structure from \\textit{grouped data}. Grouped data records the manner in which a population forms subsets or smaller groups.","abstract_has_math":false,"creators":["Weko, Charles William"],"institution":null,"degree_name":null,"degree_level":null,"degree_discipline":null,"degree_department":null,"school":null,"contributors":[],"advisors":[],"committee_chairs":[],"committee_members":[],"year":2015,"date_issued":"2015","date_published":"2015","updated_at":"2026-07-27T19:51:48Z","subjects":["Statistics","Affiliation network","Dream of the Red Chamber","L1 regularization"],"languages":[],"rights":[],"rights_urls":[],"identifier_entries":[{"key":"dc:identifier","label":"Identifier","values":["hdl:1920/9696"],"render_values":[{"text":"hdl:1920/9696","href":null,"code":true}]}]},"links":{"outbound_url":null,"outbound_label":null,"outbound_source":null},"metadata_groups":[{"id":"academic_context","label":"Academic Context","entries":[{"key":"dc:date.issued","label":"Date","values":["2015"]},{"key":"dc:type","label":"Dc Type","values":["Dissertation"]}]},{"id":"subjects_keywords","label":"Subjects and Keywords","entries":[{"key":"dc:subject","label":"Dc Subject","values":["Statistics","Affiliation network","Dream of the Red Chamber","L1 regularization"]}]},{"id":"identifiers","label":"Identifiers","entries":[{"key":"dc:identifier","label":"Identifier","values":["hdl:1920/9696"]}]},{"id":"additional","label":"Additional Metadata","entries":[{"key":"dc:description.other","label":"Dc Description Other","values":["In the past two decades, the interest in network analysis has expanded rapidly. Most network analysis methods start from observed network topology. However, network structure is not directly observed in many fields, especially in social sciences. Thus, a methodology for inferring implicit network structure is required to effectively apply network analysis. One area of research involves the inference of network structure from \\textit{grouped data}. Grouped data records the manner in which a population forms subsets or smaller groups."]},{"key":"dc:title","label":"Title","values":["Network Inference from Grouped Data"]}]}],"canonical_facts":{"dc:date.issued":["2015"],"dc:description.other":["In the past two decades, the interest in network analysis has expanded rapidly. Most network analysis methods start from observed network topology. However, network structure is not directly observed in many fields, especially in social sciences. Thus, a methodology for inferring implicit network structure is required to effectively apply network analysis. One area of research involves the inference of network structure from \\textit{grouped data}. Grouped data records the manner in which a population forms subsets or smaller groups."],"dc:identifier":["hdl:1920/9696"],"dc:subject":["Statistics","Affiliation network","Dream of the Red Chamber","L1 regularization"],"dc:title":["Network Inference from Grouped Data"],"dc:type":["Dissertation"]},"updated_at":"2026-07-27T19:51:48Z"}