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Graph Convolutional Networks

We replicate the result of the paper [2].

Dataset

The Cora dataset consists of 2708 scientific publications classified into one of seven classes. The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1433 unique words.

You can download the dataset here

Reference

[1] Kipf, Thomas N., and Max Welling. "Semi-supervised classification with graph convolutional networks." arXiv preprint arXiv:1609.02907 (2016).

[2] Kumagai, Atsutoshi, Tomoharu Iwata, and Yasuhiro Fujiwara. "Semi-supervised Anomaly Detection on Attributed Graphs." arXiv preprint arXiv:2002.12011 (2020).

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