DocumentCode
3223281
Title
Shedding new light on Zadeh´s criticism of Dempster´s rule of combination
Author
Haenni, Rolf
Author_Institution
Inst. of Comput. Sci. & Appl. Math., Univ. of Berne, Bern, Switzerland
Volume
2
fYear
2005
fDate
25-28 July 2005
Abstract
Shortly after proposing Dempster´s rule of combination as a general aggregation rule for evidence from independent sources, Zadeh formulated an annoying example for which Dempster´s rule seemed to produce counter-intuitive results. Since then, many authors have used Zadeh´s example either to criticize Demster-Shafer theory as a whole, or as a motivation for constructing alternative combination rules. This paper shows that the counter-intuition of Zadeh´s example is not a problem of Dempster´s rule, but a problem of Zadeh´s model that does not correspond to reality. Two different ways to fix the problem will be discussed, showing that Dempster´s rule of combination perfectly behaves, as one would expect.
Keywords
formal logic; inference mechanisms; uncertainty handling; Dempster-Shafer theory; Zadehs criticism; combination rule; counter-intuitive result; general aggregation rule; Bayesian methods; Computer science; Mathematics; Measurement uncertainty; Belief Functions; Combining Evidence; Dempster-Shafer Theory;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Fusion, 2005 8th International Conference on
Print_ISBN
0-7803-9286-8
Type
conf
DOI
10.1109/ICIF.2005.1591951
Filename
1591951
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