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A Framework for the Rule-Based Compilation of Decision Networks

机译:基于规则的决策网络编译的框架

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Among the various types of decision support systems, decision-theoretic models and rule-based systems have gained considerable attraction. Both approaches have advantages and disadvantages. Decision-theoretic models like decision networks dispose of a sound fundamental mathematical basis and comfortable knowledge engineering tools. Rule-based systems provide an efficient execution architecture and represent knowledge in an explicit, intelligible way. In this paper, we consider fuzzy rule-based systems as a special type of condensed decision model. We outline a knowledge transformation and compilation scheme which allows one to transform a decision-theoretic model into a fuzzy rule base and, hence, to combine the advantages of both approaches. An experimental example is given as demonstration of the described techniques.
机译:在各种类型的决策支持系统中,决策 - 理论模型和规则的系统已经获得了相当大的吸引力。两种方法都具有优缺点。决策网络如决策网络处理声音的基础数学基础和舒适的知识工程工具。基于规则的系统提供有效的执行架构,并以明确可理解的方式代表知识。在本文中,我们认为基于模糊的规则的系统作为一种特殊类型的浓缩决策模型。我们概述了一个知识转换和编译方案,允许一个人将决策理论模型转换为模糊的规则基础,从而将两种方法的优点结合在一起。给出实验例作为所描述的技术的示范。

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