An implementation of the Graph Convolution Networks (GCN) for the Cora dataset

Data source: Cora dataset link

The macro F1 plot of the result

The loss plot of the result

The testing result:

1. macro F1: 0.8537
2. Loss: 0.4782

Reference

1. Kipf, Thomas N., and Max Welling. "Semi-supervised classification with graph convolutional networks." arXiv preprint arXiv:1609.02907 (2016).
2. McCallum, Andrew Kachites, et al. "Automating the construction of internet portals with machine learning." Information Retrieval 3.2 (2000): 127-163.