Empty set biasing issues in the Transferable Belief Model for fusing and decision making

G. Powell, Matthew Roberts, A. D. Marshall
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引用次数: 2

Abstract

This paper is a tutorial on how the empty set can be used within set theory. We look at common misconceptions and the effect that these can have when applied to those set based models. The role of the empty set when fusing data and information modelled in sets can be confusing and incorrectly implemented. We show how the empty set has implications when decisions are made in the Transferable Belief Model (TBM), even having the ability to completely negate the open world concept of the TBM. We aim to highlight the common problems the empty set can cause so that they can be avoided by correct implementation and also suggest appropriate improvements so that the empty set does not impair results when making decisions, specifically within the TBM.
可转移信念模型在融合与决策中的空集偏差问题
本文是关于如何在集合论中使用空集的教程。我们看看常见的误解,以及这些误解在应用于那些基于集合的模型时可能产生的影响。在融合集合中建模的数据和信息时,空集合的角色可能会令人困惑,并且实现不正确。我们展示了在可转移信念模型(TBM)中做出决策时,空集是如何产生影响的,甚至有能力完全否定TBM的开放世界概念。我们的目标是强调空集可能导致的常见问题,以便通过正确的实现来避免这些问题,并提出适当的改进建议,以便在做出决策时,特别是在TBM中,空集不会损害结果。
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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