不同深度学习模型的科技论文摘要语步识别效果对比研究 *
张智雄,刘欢,丁良萍,吴朋民,于改红

Identifying Moves of Research Abstracts with Deep Learning Methods
Zhixiong Zhang,Huan Liu,Liangping Ding,Pengmin Wu,Gaihong Yu
表12 不同方法下方差分析结果
因子 自由度 离差平方和 均方 F统计量 p
SVM,
DNN, LSTM,
Att-BiLSTM
3.0 0.050837 0.016946 9.895377 0.000129
SVM, DNN 1.0 0.015625 0.015625 17.676768 0.000883
SVM, LSTM 1.0 0.013225 0.013225 4.862771 0.044665
SVM,
Att-BiLSTM
1.0 0.004225 0.004225 10.803653 0.005401
DNN, LSTM 1.0 0.000100 0.000100 0.032961 0.858538
DNN,
Att-BiLSTM
1.0 0.036100 0.036100 51.179747 0.000005
LSTM,
Att-BiLSTM
1.0 0.032400 0.032400 12.750527 0.003071