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dc.contributor.authorChi, Thang Duong
dc.contributor.authorQuoc, Viet Hung Nguyen
dc.contributor.authorWang, Sen
dc.contributor.authorStantic, Bela
dc.contributor.editorHuang, Z
dc.contributor.editorXiao, X
dc.contributor.editorCao, X
dc.date.accessioned2017-10-16T06:11:52Z
dc.date.available2017-10-16T06:11:52Z
dc.date.issued2017
dc.identifier.issn0302-9743
dc.identifier.doi10.1007/978-3-319-68155-9_10
dc.identifier.urihttp://hdl.handle.net/10072/348252
dc.description.abstractWith the advance of social media networks, people are sharing contents in an unprecedented scale. This makes social networks such as microblogs an ideal place for spreading rumors. Although different types of information are available in a post on social media, traditional approaches in rumor detection leverage only the text of the post, which limits their accuracy in detection. In this paper, we propose a provenance-aware approach based on recurrent neural network to combine the provenance information and the text of the post itself to improve the accuracy of rumor detection. Experimental results on a real-world dataset show that our technique is able to outperform state-of-the-art approaches in rumor detection.
dc.description.peerreviewedYes
dc.languageEnglish
dc.language.isoeng
dc.publisherSpringer
dc.relation.ispartofpagefrom125
dc.relation.ispartofpageto137
dc.relation.ispartofjournalLecture Notes in Computer Science
dc.relation.ispartofvolume10538
dc.subject.fieldofresearchDatabase systems
dc.subject.fieldofresearchInformation and computing sciences
dc.subject.fieldofresearchcode460505
dc.subject.fieldofresearchcode46
dc.titleProvenance-Based Rumor Detection
dc.typeJournal article
dc.type.descriptionC1 - Articles
dc.type.codeC - Journal Articles
dc.description.versionAccepted Manuscript (AM)
gro.rights.copyright© 2017 Springer International Publishing AG. This is the author-manuscript version of this paper. Reproduced in accordance with the copyright policy of the publisher. The original publication is available at www.springerlink.com.
gro.hasfulltextFull Text
gro.griffith.authorStantic, Bela
gro.griffith.authorNguyen, Henry


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