基于多特征融合的中文文本分类研究*
王艳,王胡燕,余本功

Chinese Text Classification with Feature Fusion
Wang Yan,Wang Huyan,Yu Bengong
表4 多特征融合模型对比(计算机专利)
Table 4 Comparison of Multi-Feature Fusion Models (Computer Data)
数据集 模型 Acc P R F1
计算机专利 POS-BiGRUCNN 57.3% 59.4% 58.1% 60.0%
PY-BiGRUCNN 64.1% 65.3% 63.5% 64.1%
HZ-BiGRUCNN 65.2% 62.7% 62.6% 62.2%
Word-BiGRUCNN 76.1% 76.9% 76.2% 76.5%
POS-Word-BiGRUCNN 78.1% 77.5% 77.1% 77.3%
PY-Word-BiGRUCNN 79.1% 78.8% 78.5% 77.5%
HZ-Word-BiGRUCNN 80.2% 79.5% 79.3% 79.5%
PY-POS-Word-BiGRUCNN 81.3% 80.3% 78.6% 79.4%
HZ-POS-Word-BiGRUCNN 81.2% 81.3% 80.5% 80.9%
PY-HZ-Word-BiGRUCNN 82.2% 82.3% 81.9% 80.9%
PY-POS-HZ-Word-BiGRUCNN(本文) 83.3% 83.6% 82.9% 83.4%