Discovery of rules for medical expert systems-rough set approach

S. Tsumoto
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引用次数: 7

Abstract

The paper presents a systematic approach from knowledge acquisition by using a rule induction method to construct a decision support systems as follows. First, a rule induction system based on a rough set model is introduced and is applied to a database for diagnosis of headaches to extract diagnostic rules. Then, by use of the induced knowledge, an expert system which makes a differential diagnosis of headaches is developed. Finally, this expert system is evaluated at an outpatient clinic, the results of which show that the system performance is reasonable, compared with a medical expert.
医学专家系统规则的发现——粗糙集方法
本文从知识获取出发,采用规则归纳法系统地构建了一个决策支持系统。首先,介绍了一种基于粗糙集模型的规则归纳系统,并将其应用于头痛诊断数据库中提取诊断规则。然后,利用诱导知识,开发了头痛鉴别诊断专家系统。最后,对该专家系统进行了门诊评估,结果表明,与医学专家相比,系统的性能是合理的。
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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