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Analyzing the applicability of Dempster's rule to the combination of interval-valued belief structures

  • Hefei University of Technology
  • Key Lab of the Ministry of Education for Process Control and Efficiency Egineering

Research output: Contribution to journalArticlepeer-review

26 Scopus citations

Abstract

To combine interval-valued belief structures (IBSs), it is necessary to investigate the applicability of Dempsters rule to know whether Dempsters rule is adequate to be used and whether other alternatives are needed. This makes it significant to investigate IBSs pairwise relationships (IPRs) since they have an important impact on the applicability of Dempsters rule to the combination of two IBSs. IPRs can be constructed based on beliefs pairwise relationships (BPRs), so this paper proposes a consistency measure to quantitatively divide BPRs into three categories. Using a consistency interval between two IBSs that is obtained by solving a pair of optimization problems constructed based on the consistency measure, IPRs are quantified and divided into six categories on the basis of BPRs. According to IPRs, the applicability of Dempsters rule to the combination of two IBSs is recommended. Finally, the applicability of Dempsters rule to the combination of multiple IBSs is investigated.

Original languageEnglish
Pages (from-to)4291-4301
Number of pages11
JournalExpert Systems with Applications
Volume38
Issue number4
DOIs
StatePublished - Apr 2011
Externally publishedYes

Keywords

  • Applicability of Dempster's rule
  • Consistency interval
  • Consistency measure
  • Dempster-Shafer theory
  • Relationships of interval-valued belief structures

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