基于混合采样与迁移学习的患者评论识别模型*

向菲,谢耀谈

Recognition Model of Patient Reviews Based on Mixed Sampling and Transfer Learning

Fei Xiang,Yaotan Xie

表6 不同主题数据集分类模型召回率

Table 6 Recall of Classification Models for Different Topic Datasets

算法 态度 能力 措施 效果 环境 费用 SVM 0.908 0.7648 0.6243 0.7097 0.6243 0.2336 CNN 0.8956 0.7998 0.8193 0.7062 0.6617 0.5337 CNN+MS 0.8957 0.8288 0.8418 0.7535 0.7339 0.6236 CNN+TL - - - - 0.6948 0.5518 CNN+MS+TL - - - - 0.8038 0.6818