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Fuzzy Clustering and Genetic Algorithm for Clinical Practice Guideline Execution Engines

机译:临床实践指南执行发动机的模糊聚类和遗传算法

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The clinical practice guideline (CPG) is used to support the decision system using general practitioner. The patient symptoms are recommended and followed as per CPG. Medical knowledge is framed on the clinical decision making and clinical practice. The NLP is important data source for clinical decision. The NLP system is included in part of speech tagging. Fuzzy c means are used to group the symptoms. The fuzzy membership function is used to find the Fuzzy c means clustering approach to determine the centroid correctly. OWL Language is used to map (onto map) symptoms and disease in the clinical evaluation. The healthcare, semantic web and ontology's for the patients clinical practice is based on CPG. Ontology is potentially integrated with health care. Ontology's are accessed through the user interface and frame work. The gaps between the users requirement is suggested. Genetic Algorithms (GA) via clustering is used for posting the optimization issues. GA provides optimal results when used in complex issues. Genetic Algorithm is optimized for stomach disease prediction as well.
机译:临床实践指南(CPG)用于支持使用全科医生的决策系统。建议患者症状,并按照CPG遵循。医学知识受到临床决策和临床实践的框架。 NLP是临床决策的重要数据源。 NLP系统包含在一部分语音标记中。模糊C装置用于对症状进行分组。模糊的成员资格函数用于找到模糊C意味着群集方法来正确确定质心。猫头鹰语言用于在临床评估中映射(上映)症状和疾病。患者临床实践的医疗保健,语义网和本体是基于CPG。本体可能与医疗保健集成。通过用户界面和帧工作访问本体。建议用户要求之间的间隙。通过聚类遗传算法(GA)用于发布优化问题。在复杂问题中使用时,GA提供最佳结果。遗传算法也针对胃病预测进行了优化。

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