SOBE: Source behavior estimation for subjective opinions In multiagent systems
dc.contributor.author | Şensoy, Murat | |
dc.contributor.author | Kaplan, L. | |
dc.contributor.author | Mel, G. de | |
dc.contributor.author | Gunes, Taha Doğan | |
dc.date.accessioned | 2017-07-26T08:04:32Z | |
dc.date.available | 2017-07-26T08:04:32Z | |
dc.date.issued | 2016 | |
dc.identifier.issn | 1548-8403 | en_US |
dc.identifier.uri | http://hdl.handle.net/10679/5480 | |
dc.description.abstract | In cooperative or hostile environments, agents communicate their subjective opinions about various phenomenon. However, sources of these opinions may not always be competent and honest but more likely erroneous or even malicious. Furthermore, malicious sources may adopt certain behaviors to mislead the decision maker in a specific way. Fortunately, the reports of such misleading sources are correlated to ground truth. In this work, we propose to learn statistically meaningful opinion transformations that represent various behaviors of information sources. Then, we exploit these transformations while fusing opinions from unreliable sources. We show that our approach can be used to determine set of transformations that may lead to more accurate estimation of the truth. | en_US |
dc.description.sponsorship | the U.S. Army Research Laboratory ; the U.K. Ministry of Defence ; TÜBİTAK | |
dc.language.iso | eng | en_US |
dc.publisher | International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS) | en_US |
dc.relation.ispartof | Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS 2016 | en_US |
dc.rights | restrictedAccess | |
dc.title | SOBE: Source behavior estimation for subjective opinions In multiagent systems | en_US |
dc.type | Conference paper | en_US |
dc.publicationstatus | published | en_US |
dc.contributor.department | Özyeğin University | |
dc.contributor.authorID | (ORCID 0000-0001-8806-4508 & YÖK ID 41438) Şensoy, Murat | |
dc.contributor.ozuauthor | Şensoy, Murat | |
dc.identifier.startpage | 1433 | en_US |
dc.identifier.endpage | 1434 | en_US |
dc.subject.keywords | Trust | en_US |
dc.subject.keywords | Agents | en_US |
dc.subject.keywords | Fusion | en_US |
dc.identifier.scopus | SCOPUS:2-s2.0-85014237565& | |
dc.contributor.ozugradstudent | Gunes, Taha Doğan | |
dc.contributor.authorMale | 2 | |
dc.relation.publicationcategory | Conference Paper - International - Institutional Academic Staff and Undergraduate Student |
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