A novel extracting medical diagnosis rules based on rough sets

Jianwei Xiang, Xia Ke
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引用次数: 2

Abstract

Analysis of how to extract medical diagnosis rules from medical cases. Based on the rough set theory, a way of acquiring knowledge is introduced. Using this theory, we analyze the data, propose some possible rules and reveal an optimized probability formula. The steps of implementation, which includes the continual information discrimination system, information reduction system, decision acquirement rules, decision model generation, etc., are explained through case study. In the end, the whole process of knowledge acquirement is discussed, which can effectively solve the choke point problem of acquiring knowledge in the expert system. At the same time, it also provides a new way to solve the application of artificial intelligence technology in the field of medicinal diagnosis.
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一种新的基于粗糙集的医学诊断规则提取方法
如何从医学案例中提取医学诊断规则的分析。介绍了一种基于粗糙集理论的知识获取方法。运用这一理论对数据进行了分析,提出了一些可能的规律,并给出了一个优化的概率公式。通过案例分析,阐述了系统的实现步骤,包括连续信息判别系统、信息约简系统、决策获取规则、决策模型生成等。最后对知识获取的整个过程进行了讨论,有效地解决了专家系统知识获取的瓶颈问题。同时,也为解决人工智能技术在医学诊断领域的应用提供了新的途径。
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