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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Högskolan i Skövde, Institutionen för kommunikation och information
2005
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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 |
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nformation fusion trust model subjective logic Computer Sciences Datavetenskap (datalogi) |
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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 |
work_keys_str_mv |
AT martinssonhakan anevaluationofsubjectivelogicfortrustmodellingininformationfusion AT martinssonhakan evaluationofsubjectivelogicfortrustmodellingininformationfusion |
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1718608836135223296 |