Improved Dynamic Subjective Logic Model with Evidence Driven
In JØsang’s subjective logic, the fusion operator is not able to fuse three or more opinions at a time and it cannot consider the effect of time factors on fusion. Also, the base rate (a) and non-informative prior weight (C) could not change dynamically. In this paper, we propose an Improved Subject...
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Veröffentlicht in: | JIPS(Journal of Information Processing Systems) 2015, 11(4), 38, pp.630-642 |
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Format: | Artikel |
Sprache: | eng ; kor |
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Zusammenfassung: | In JØsang’s subjective logic, the fusion operator is not able to fuse three or more opinions at a time and it cannot consider the effect of time factors on fusion. Also, the base rate (a) and non-informative prior weight (C) could not change dynamically. In this paper, we propose an Improved Subjective Logic Model with Evidence Driven (ISLM-ED) that expands and enriches the subjective logic theory. It includes the multi-agent unified fusion operator and the dynamic function for the base rate (a) and the non-informative prior weight (C) through the changes in evidence. The multi-agent unified fusion operator not only meets the commutative and associative law but is also consistent with the researchers’s cognitive rules. A strict mathematical proof was given by this paper. Finally, through the simulation experiments, the results show that the ISLM-ED is more reasonable and effective and that it can be better adapted to the changing environment. |
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ISSN: | 1976-913X 2092-805X 2092-805X |
DOI: | 10.3745/JIPS.03.0030 |