Complexity of hierarchical trees in evidence theory

Complexity of hierarchical trees in evidence theory

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Article ID: iaor19982342
Country: United States
Volume: 1
Issue: 1
Start Page Number: 37
End Page Number: 49
Publication Date: Dec 1994
Journal: ORSA Journal On Computing
Authors: ,
Keywords: artificial intelligence
Abstract:

In this article we propose a structure called hierarchical tree to reduce the complexity of the Dempster's rule of combination in evidence theory. Our algorithm is bounded by O(22n−2) in the worst case versus O(22n) for the brute-force algorithm. We can hope for a better average complexity. Furthermore, we propose algorithms based on hierarchical trees to reduce the complexity of the computation of Bel, Pl and Q functions.

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