An evaluation of subjective logic for trust modelling in information fusion

Information fusion is to combine information from a variety of sources, or sensors. When the sources are uncertain or contradicting conflict can arise. To deal with such uncertainty and conflict a trust model can be used. The most common ones in information fusion currently is bayesian theory and De...

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Main Author: Martinsson, Håkan
Format: Others
Language:English
Published: Högskolan i Skövde, Institutionen för kommunikation och information 2005
Subjects:
Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:his:diva-977
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spelling ndltd-UPSALLA1-oai-DiVA.org-his-9772018-01-13T05:15:58ZAn evaluation of subjective logic for trust modelling in information fusionengMartinsson, HåkanHögskolan i Skövde, Institutionen för kommunikation och informationSkövde : Institutionen för kommunikation och information2005nformation fusiontrust modelsubjective logicComputer SciencesDatavetenskap (datalogi)Information fusion is to combine information from a variety of sources, or sensors. When the sources are uncertain or contradicting conflict can arise. To deal with such uncertainty and conflict a trust model can be used. The most common ones in information fusion currently is bayesian theory and Dempster-Shafer theory. Bayesian theory does not explicitly handle ignorance, and thus predetermined values has to be hard coded into the system. This is solved in Dempster-Shafer theory by the introduction of ignorance. Even though Dempster-Shafer theory is widely used in information fusion when there is a need for ignorance to be modelled, there has been serious critique presented towards the theory. Thus this work aims at examining another trust models utility in information fusion namely subjective logic. The examination is executed by studying subjective logic using two scenarios from the literature. The results from the scenarios points to subjective logic being a reasonable approach for modelling trust in information fusion. Student thesisinfo:eu-repo/semantics/bachelorThesistexthttp://urn.kb.se/resolve?urn=urn:nbn:se:his:diva-977application/postscriptinfo:eu-repo/semantics/openAccessapplication/pdfinfo:eu-repo/semantics/openAccess
collection NDLTD
language English
format Others
sources NDLTD
topic nformation fusion
trust model
subjective logic
Computer Sciences
Datavetenskap (datalogi)
spellingShingle nformation fusion
trust model
subjective logic
Computer Sciences
Datavetenskap (datalogi)
Martinsson, Håkan
An evaluation of subjective logic for trust modelling in information fusion
description Information fusion is to combine information from a variety of sources, or sensors. When the sources are uncertain or contradicting conflict can arise. To deal with such uncertainty and conflict a trust model can be used. The most common ones in information fusion currently is bayesian theory and Dempster-Shafer theory. Bayesian theory does not explicitly handle ignorance, and thus predetermined values has to be hard coded into the system. This is solved in Dempster-Shafer theory by the introduction of ignorance. Even though Dempster-Shafer theory is widely used in information fusion when there is a need for ignorance to be modelled, there has been serious critique presented towards the theory. Thus this work aims at examining another trust models utility in information fusion namely subjective logic. The examination is executed by studying subjective logic using two scenarios from the literature. The results from the scenarios points to subjective logic being a reasonable approach for modelling trust in information fusion.
author Martinsson, Håkan
author_facet Martinsson, Håkan
author_sort Martinsson, Håkan
title An evaluation of subjective logic for trust modelling in information fusion
title_short An evaluation of subjective logic for trust modelling in information fusion
title_full An evaluation of subjective logic for trust modelling in information fusion
title_fullStr An evaluation of subjective logic for trust modelling in information fusion
title_full_unstemmed An evaluation of subjective logic for trust modelling in information fusion
title_sort evaluation of subjective logic for trust modelling in information fusion
publisher Högskolan i Skövde, Institutionen för kommunikation och information
publishDate 2005
url http://urn.kb.se/resolve?urn=urn:nbn:se:his:diva-977
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