Trust estimation and fusion of uncertain information by exploiting consistency
dc.contributor.author | Kaplan, L. | |
dc.contributor.author | Şensoy, Murat | |
dc.contributor.author | de Mel, G. | |
dc.date.accessioned | 2016-02-15T07:33:16Z | |
dc.date.available | 2016-02-15T07:33:16Z | |
dc.date.issued | 2014 | |
dc.identifier.uri | http://hdl.handle.net/10679/2159 | |
dc.identifier.uri | http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6916081 | |
dc.description | Due to copyright restrictions, the access to the full text of this article is only available via subscription. | |
dc.description.abstract | Agents may cooperate by communicating their opinions about various phenomena. These opinions are then fused by agents and used for informed decision-making. However, fusing opinions from diverse sources is not trivial - especially in open multiagent systems - where it is not possible to ensure that the sources are honest and their opinions are not misleading. In this paper, we propose a novel approach that exploits consistencies and conflicts between personal observations and shared information to derive trust evidence for information sources. Based on the derived evidence, we describe how opinions from diverse sources can be fused. We have evaluated our approach for trust estimation and opinion fusion using a service selection scenario. Through extensive simulations, we have shown that our approach significantly outperforms the existing trust-based information fusion approaches. | |
dc.description.sponsorship | U.S. Army Research Laboratory ; U.K. Ministry of Defence | |
dc.language.iso | eng | en_US |
dc.publisher | IEEE | |
dc.relation.ispartof | Information Fusion (FUSION), 2014 17th International Conference on | |
dc.rights | restrictedAccess | |
dc.title | Trust estimation and fusion of uncertain information by exploiting consistency | en_US |
dc.type | Conference paper | en_US |
dc.peerreviewed | yes | |
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 | 1 | |
dc.identifier.endpage | 8 | |
dc.identifier.wos | WOS:000363896100112 | |
dc.subject.keywords | Multi-agent systems | |
dc.subject.keywords | Sensor fusion | |
dc.subject.keywords | Trusted computing | |
dc.identifier.scopus | SCOPUS:2-s2.0-84910624240 | |
dc.contributor.authorMale | 1 | |
dc.relation.publicationcategory | Conference Paper - International - Institutional Academic Staff |
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