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However, almost every existing algorithm known to us for community detection in hypergraphs assign unique communities to nodes, whereas in reality, nodes in folksonomies belong to multiple overlapping communities e.g. users have multiple topical interests, and the same resource is often tagged with semantically different tags. 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Theory and Practice", "links": { "alternate": { "href": "https://www.zotero.org/groups/igos_-_theory_and_practice", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/80890/items/46FQI5PN", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/igos_-_theory_and_practice/items/46FQI5PN", "type": "text/html" } }, "meta": { "createdByUser": { "id": 355756, "username": "cjgomez09", "name": "Charles Gomez", "links": { "alternate": { "href": "https://www.zotero.org/cjgomez09", "type": "text/html" } } }, "creatorSummary": "Havemann et al.", "parsedDate": "2012-03-27", "numChildren": 2 }, "data": { "key": "46FQI5PN", "version": 72, "itemType": "journalArticle", "title": "Identifying Overlapping and Hierarchical Thematic Structures in Networks of Scholarly Papers: A Comparison of Three Approaches", "creators": [ { "creatorType": "author", "firstName": "Frank", "lastName": "Havemann" }, { "creatorType": "author", "firstName": "Jochen", "lastName": "Gläser" }, { "creatorType": "author", "firstName": "Michael", "lastName": "Heinz" }, { "creatorType": "author", "firstName": "Alexander", "lastName": "Struck" } ], "abstractNote": "The aim of this paper is to introduce and assess three algorithms for the identification of overlapping thematic structures in networks of papers. We implemented three recently proposed approaches to the identification of overlapping and hierarchical substructures in graphs and applied the corresponding algorithms to a network of 492 information-science papers coupled via their cited sources. The thematic substructures obtained and overlaps produced by the three hierarchical cluster algorithms were compared to a content-based categorisation, which we based on the interpretation of titles, abstracts, and keywords. We defined sets of papers dealing with three topics located on different levels of aggregation: h-index, webometrics, and bibliometrics. We identified these topics with branches in the dendrograms produced by the three cluster algorithms and compared the overlapping topics they detected with one another and with the three predefined paper sets. 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