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11 机器学习算法对于链接预测的影响(分类结果融合)

Table 11 Impact of Machine Learning Algorithms on Link Prediction (Classification Result Fusion)

Algorithm Precision Recall F1 AUC RF 0.70 0.77 0.73 0.917 LR 0.79 0.72 0.75 0.935 MLP 0.79 0.69 0.74 0.918 XGBoost 0.71 0.84 0.77 0.937 LightGBM 0.78 0.74 0.76 0.936 NB 0.78 0.76 0.77 0.920 Bagging 0.72 0.75 0.73 0.920 Voting 0.78 0.75 0.76 0.933 BVC 0.72 0.78 0.75 0.924