4.7 Article

Combination of interval-valued belief structures based on intuitionistic fuzzy set

Journal

KNOWLEDGE-BASED SYSTEMS
Volume 67, Issue -, Pages 61-70

Publisher

ELSEVIER
DOI: 10.1016/j.knosys.2014.06.008

Keywords

Dempster-Shafer theory of evidence; Interval-valued belief structure; Intuitionistic fuzzy set; Combination; Normalization

Funding

  1. National Natural Science Council of China through the National Natural Science Foundation [61273275, 60975026]

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Theory of belief function can be introduced to the interval set by defining interval-valued belief structures. The Dempster Shafer (D-S) theory of evidence has been extended to combine interval-valued belief structures for decades. Although there already exist several combination approaches proposed by previous researchers, this problem has not been fully resolved so far. A novel combination of interval-valued belief structures is developed after analyzing existing irrational or suboptimal approaches. The novel combination approach is modeled based on intuitionistic fuzzy set, rather than nonlinear programming models, which are computational complicated. Numerical examples are implemented to illustrate the performance of the proposed novel approach. (C) 2014 Elsevier B.V. All rights reserved.

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