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人工智能论文:基于案例推理构建基于ONTOLOGY的癌症治疗决策支持系统(Constructing Ontology-Based Cancer Treatmen

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meidou. 发表于 2018-12-6 11:53:50 | 显示全部楼层 |阅读模式
meidou. 2018-12-6 11:53:50 139 0 显示全部楼层
人工智能论文:基于案例推理构建基于ONTOLOGY的癌症治疗决策支持系统(Constructing Ontology-Based Cancer Treatment Decision Support System  with Case-Based Reasoning)决策支持是一种概率和定量方法,用于在模糊不清的情况下设计问题。计算机技术可以用于提供临床决策支持和治疗建议。自然语言应用的问题在于它们缺乏形式并且解释不一致。相反,本体可以捕获预期的含义并指定建模原语。利用与癌症临床阶段及其相应信息组成部分相关的疾病本体(DO)来提高决策支持系统(DSS)的推理能力。建议的DSS使用基于案例的推理(CBR)来考虑表现形式,并为医生提供来自相似先前病例的治疗解决方案以供参考。建议的DSS支持自然语言处理(NLP)查询。在本体的帮助下,DSS在疾病分类中获得了84.63%的准确性。
Decision support is a probabilistic and quantitative method designed formodeling problems in situations with ambiguity.Computer technology can beemployed to provide clinical decision support and treatment recommendations.The problem of natural language applications is that they lack formality andthe interpretation is not consistent.Conversely, ontologies can capture theintended meaning and specify modeling primitives.Disease Ontology (DO) thatpertains to cancer's clinical stages and their corresponding informationcomponents is utilized to improve the reasoning ability of a decision supportsystem (DSS).The proposed DSS uses Case-Based Reasoning (CBR) to considerdisease manifestations and provides physicians with treatment solutions fromsimilar previous cases for reference.The proposed DSS supports naturallanguage processing (NLP) queries.The DSS obtained 84.63% accuracy in diseaseclassification with the help of the ontology.人工智能论文:基于案例推理构建基于ONTOLOGY的癌症治疗决策支持系统(Constructing Ontology-Based Cancer Treatment Decision Support System  with Case-Based Reasoning) zXvzCt7iq748vu77.jpg
URL地址:https://arxiv.org/abs/1812.01891     ----pdf下载地址:https://arxiv.org/pdf/1812.01891    ----人工智能论文:基于案例推理构建基于ONTOLOGY的癌症治疗决策支持系统(Constructing Ontology-Based Cancer Treatment Decision Support System  with Case-Based Reasoning)
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