基于变分推断和元路径分解的异质网络表示方法

袁铭, 刘群, 孙海超, 谭洪胜

A Heterogeneous Network Representation Method Based on Variational Inference and Meta-Path Decomposition

YUAN Ming, LIU Qun, SUN Haichao, TAN Hongsheng

表2 节点聚类任务的定量结果

Tab.2 Quantitative results of node clustering tasks

算法 DBLP AMiner Yelp NMI ARI NMI ARI NMI ARI Deepwalk 0.5841 0.4960 0.3160 0.2227 0.2940 0.3179 Node2vec 0.5401 0.4776 0.3081 0.2219 0.0105 0.0111 HIN2vec 0.0124 0.0106 0.1670 0.0758 0.1353 0.1708 Metapath2vec 0.6395 0.6369 0.2645 0.2083 0.3540 0.4047 HERec 0.6844 0.7104 0.3230 0.2322 0.3511 0.4018 HAN 0.5987 0.5929 0.0375 0.0165 0.3635 0.4255 HetVAErw 0.7742 0.8329 0.3324 0.2234 0.3603 0.4016 HetVAEsk 0.8173 0.8664 0.3446 0.2321 0.3593 0.4097 HetVAEcon 0.7826 0.8351 0.3239 0.2660 0.3416 0.3917 HetVAE 0.8540 0.9016 0.4025 0.3798 0.3761 0.4399