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Expert system for medicine diagnosis using software agents

机译:使用软件代理进行医学诊断的专家系统

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In order to simplify the information exchange within the medical diagnosis process, a collaborative software agents framework is presented. The human body systems (e.g. respiratory, cardiovascular) are embedded into distinct software agents. The holistic perspective is given by the all connected agents exchanging information. The purpose of the framework is to allow the automated information exchange between different medicine specialists. The key factor of the exchange is sharing concepts between the areas of expertise. Each human body system expert will act over his concepts (evidences, causes, effects), however the information from other systems will be assimilated as well. The framework has three key components: knowledge management, uncertainty reasoning and software agents. The ontology is chosen to address the management of human body systems knowledge. The Bayesian Network is the graphical model for probabilistic knowledge representation and reasoning about partial beliefs under uncertainty. The software agents, as collaboration framework, are in charge of the belief propagation between system instances. (C) 2014 Elsevier Ltd. All rights reserved.
机译:为了简化医学诊断过程中的信息交换,提出了一种协作软件代理框架。人体系统(例如呼吸系统,心血管系统)被嵌入到不同的软件代理中。整体观点是由所有连接的代理交换信息给出的。该框架的目的是允许不同医学专家之间的自动信息交换。交流的关键因素是在专业领域之间共享概念。每个人体系统专家都将按照他的概念(证据,原因,结果)采取行动,但是来自其他系统的信息也将被吸收。该框架包含三个关键组件:知识管理,不确定性推理和软件代理。选择本体来解决人体系统知识的管理。贝叶斯网络是概率知识表示和不确定性下部分信念推理的图形模型。作为协作框架的软件代理负责系统实例之间的信任传播。 (C)2014 Elsevier Ltd.保留所有权利。

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