1. 内蒙古科技大学信息工程学院
2. 内蒙古自治区纪检监察大数据实验室包头大数据研发应用中心
纸质出版:2023
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杜永兴, 孙彤彤, 周李涌, 等. 基于Vocab-GCN的中文医疗文本分类方法[J]. 传感器与微系统, 2023,(8):152-156.
杜永兴, 孙彤彤, 周李涌, 等. 基于Vocab-GCN的中文医疗文本分类方法[J]. 传感器与微系统, 2023,(8):152-156. DOI: 10.13873/J.1000-9787(2023)08-0152-05.
提出一种应用于中文医疗文本分类的基于词汇级的图卷积神经网络(Vocab-GCN)模型。该模型不仅可以直接对医学文本关系图进行学习,在图嵌入中保存关系图的全局结构信息,得到含有语义网络的深层病理关系,而且仅依靠两层卷积神经网络(CNN)就展现出了良好的学习优势。实验结果表明:基于Vocab-GCN的中文医疗文本分类方法相比于最优的深度学习方法提高了6.17%的分类准确率,适用于患者初步对疾病类型做出诊断。
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