Enhanced Unsupervised Graph Embedding via Hierarchical Graph Convolution Network

Table 2

Node classification results with a few label types.

Datasets	American air-traffic			Cora			Citeseer
Evaluating indicator	Micro-F1	Macro-F1	Accuracy	Micro-F1	Macro-F1	Accuracy	Micro-F1	Macro-F1	Accuracy
Deepwalk	0.523	0.518	0.523	—	—	0.672	—	—	0.432
LINE(2nd)	0.504	0.499	0.504	0.704	0.684	0.704	0.444	0.399	0.444
Node2vec	0.493	0.459	0.493	0.771	0.765	0.771	0.567	0.486	0.567
SDNE	0.580	0.560	0.580	0.660	0.648	0.660	0.400	0.351	0.400
HGCN	0.571	0.568	0.571	0.797	0.780	0.797	0.568	0.518	0.568