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A time scale-oriented approach for building medical expert systems

机译:一种面向时间尺度的方法来构建医学专家系统

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摘要

Knowledge acquisition is known to be a critical bottleneck in building expert systems. In past decades, various methods and systems have been proposed to efficiently elicit expertise from domain experts. However, in building a medical expert system, disease symptoms are usually treated as time-irrelevant attributes, such that much important information is abandoned and hence, the performance of the constructed expert systems is significantly affected. To cope with this problem, in this paper, we propose a time scale-oriented approach to eliciting medical knowledge from domain experts. The novel approach takes the time scale into consideration, such that the variant of disease symptoms in different time scales can be precisely expressed. An application to the development of a medical expert system has depicted the superiority of our approach.
机译:已知知识获取是构建专家系统的关键瓶颈。在过去的几十年中,已经提出了各种方法和系统来有效地吸引领域专家的专业知识。但是,在构建医学专家系统时,通常将疾病症状视为与时间无关的属性,从而放弃了许多重要信息,因此显着影响了构建的专家系统的性能。为了解决这个问题,在本文中,我们提出了一种面向时间刻度的方法,以从领域专家那里获取医学知识。新颖的方法考虑了时间尺度,从而可以精确表达不同时间尺度上疾病症状的变化。在医学专家系统开发中的一项应用描述了我们方法的优越性。

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