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A Delphi-based approach to developing expert systems with the cooperation of multiple experts

机译:基于Delphi的多专家合作开发专家系统的方法

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摘要

Knowledge acquisition has been a critical bottleneck in building knowledge-based systems. In past decades, several methods and systems have been proposed to cope with this problem. Most of these methods and systems were proposed to deal with the acquisition of domain knowledge from single expert. However, as multiple experts may have different experiences and knowledge on the same application domain, it is necessary to elicit and integrate knowledge from multiple experts in building an effective expert system. Moreover, the recent literature has depicted that “time” is an important parameter that might significantly affect the accuracy of inference results of an expert system; therefore, while discussing the elicitation of domain expertise from multiple experts, it becomes an challenging and important issue to take the “time” factor into consideration. To cope with these problems, in this study, we propose a Delphi-based approach to eliciting knowledge from multiple experts. An application on the diagnosis of Severe Acute Respiratory Syndrome has depicted the superiority of the novel approach.
机译:知识获取一直是构建基于知识的系统的关键瓶颈。在过去的几十年中,已经提出了几种方法和系统来解决这个问题。提出了大多数这些方法和系统来处理从单个专家那里获取领域知识的问题。但是,由于多个专家可能在同一应用程序领域具有不同的经验和知识,因此在构建有效的专家系统时,有必要从多个专家那里获取和整合知识。此外,最近的文献描述“时间”是一个重要参数,可能会严重影响专家系统的推理结果的准确性。因此,在讨论多位专家对领域专业知识的启发时,考虑“时间”因素成为具有挑战性和重要的问题。为了解决这些问题,在本研究中,我们提出了一种基于Delphi的方法来从多位专家那里获取知识。在重症急性呼吸系统综合症的诊断中的一种应用描绘了这种新方法的优越性。

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