On the validity of Dempster-Shafer Theory

J. Dezert, Pei Wang, A. Tchamova
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引用次数: 87

Abstract

We challenge the validity of Dempster-Shafer Theory by using an emblematic example to show that DS rule produces counter-intuitive result. Further analysis reveals that the result comes from a understanding of evidence pooling which goes against the common expectation of this process. Although DS theory has attracted some interest of the scientific community working in information fusion and artificial intelligence, its validity to solve practical problems is problematic, because it is not applicable to evidences combination in general, but only to a certain type situations which still need to be clearly identified.
论登普斯特-谢弗理论的有效性
我们通过一个象征性的例子来挑战邓普斯特-谢弗理论的有效性,表明DS规则产生反直觉的结果。进一步的分析表明,这一结果来自对证据汇集的理解,这与这一过程的普遍预期背道而驰。虽然DS理论引起了从事信息融合和人工智能研究的科学界的一些兴趣,但其解决实际问题的有效性存在问题,因为它并不适用于一般的证据组合,而只适用于某些类型的情况,这些情况仍需要明确识别。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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