结合静态事实和重复历史事实的动态知识图谱推理方法

林栋,李永强,仇翔,冯远静,谢碧峰

Dynamic knowledge graph inference method combining static facts and repeated historical facts

Dong LIN,Yong-qiang LI,Xiang QIU,Yuan-jing FENG,Bi-feng XIE

表 3 不同模型在GDELT数据集上的实体预测结果

Tab.3 Entity prediction results of different models on GDELT dataset

模型 MRR Hits@1 Hits@3 Hits@10 ConvE 0.359 9 0.270 5 0.393 2 0.494 4 RE-NET 0.401 2 0.324 3 0.434 0 0.538 0 RE-GCN 0.481 4 0.421 6 0.523 7 0.583 5 CyGNET 0.509 2 0.445 3 0.546 9 0.609 9 CEN 0.516 8 0.457 6 0.549 7 0.612 3 Sta-HisNet 0.530 5 0.475 5 0.560 1 0.616 5