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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국지능시스템학회 INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS Vol.16 No.4
- 발행연도
- 2016.12
- 수록면
- 308 - 317 (10page)
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초록· 키워드
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Multiple evidences based decision making is an important functionality for computers and robots. To combine multiple evidences, mathematical theory of evidence has been developed, and it involves the most vital part called Dempster’s rule of combination. The rule is used for combining multiple evidences. However, the combined result gives a counterintuitive conclusion when highly conflicting evidences exist. In particular, when we obtain two different sources of evidence for a single hypothesis, only one of the sources may contain evidence. In this paper, we introduce a modified combination rule based on the partial conflict measurement by using an absolute difference between two evidences’ basic probability numbers. The basic probability number is described in details in Section 2 “Mathematical Theory of Evidence”. As a result, the proposed combination rule outperforms Dempster’s rule of combination. More precisely, the modified combination rule provides a reasonable conclusion when combining highly conflicting evidences and shows similar results with Dempster’s rule of combination in the case of the both sources of evidence are not conflicting. In addition, when obtained evidences contain multiple hypotheses, our proposed combination rule shows more logically acceptable results in compared with the results of Dempster’s rule.
목차
Abstract
1. Introduction
2. Mathematical Theory of Evidence
3. Proposed Combination Rule
4. Numerical Examples
5. Discussion
6. Conclusion
References
참고문헌 (9)
참고문헌 신청
[학술지(정기간행물)] - A. P. Dempster / 1967 / Upper and lower probabilities induced by a multivalued mapping / The Annals of Mathematical Statistics 38 (2) : 325 ~ 339
[단행본] - G. Shafer / 1976 / A Mathematical Theory of Evidence / Princeton University Press
[학술지(정기간행물)] - L. A. Zadeh / 1984 / Review of books : a mathematical theory of evidence / AI Magazine 5 (3) : 81 ~ 83
[학술대회논문] - D. Han / 2008 / A modified evidence combination approach based on ambiguity measure / Proceedings of the 11th International Conference on Information Fusion : 1 ~ 6
[학술지(정기간행물)] - T. Ali / 2012 / A new combination rule for conflict problem of Dempster-Shafer evidence theory / International Journal of Energy, Information and Communications 3 (1) : 35 ~ 40
[단행본] - G. Shafer / 1976 / A Mathematical Theory of Evidence / Princeton University Press
[학술지(정기간행물)] - L. A. Zadeh / 1984 / Review of books : a mathematical theory of evidence / AI Magazine 5 (3) : 81 ~ 83
[학술대회논문] - D. Han / 2008 / A modified evidence combination approach based on ambiguity measure / Proceedings of the 11th International Conference on Information Fusion : 1 ~ 6
[학술지(정기간행물)] - T. Ali / 2012 / A new combination rule for conflict problem of Dempster-Shafer evidence theory / International Journal of Energy, Information and Communications 3 (1) : 35 ~ 40
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UCI(KEPA) : I410-ECN-0101-2017-003-001907842