基于深度学习的知识表示研究:网络视角*

余传明,李浩男,王曼怡,黄婷婷,安璐

Knowledge Representation Based on Deep Learning:Network Perspective

Chuanming Yu,Haonan Li,Manyi Wang,Tingting Huang,Lu An

表10 机器学习算法对于链接预测的影响(网络嵌入融合)

Table 10 Impact of Machine Learning Algorithms on Link Prediction (Network Embedding Fusion)

Algorithm Precision Recall F1 AUC NB 0.74 0.76 0.75 0.929 LR 0.75 0.75 0.75 0.928 XGBoost 0.69 0.82 0.75 0.927 LightGBM 0.75 0.75 0.75 0.925 MLP 0.75 0.73 0.74 0.914 RF 0.66 0.77 0.71 0.903 Bagging 0.66 0.73 0.69 0.893 BVC 0.67 0.75 0.71 0.903 Voting 0.78 0.74 0.76 0.924