TextGCN Graph Convolutional Networks for Text Classification

https://arxiv.org/abs/1809.05679

1.build a single text graph for a corpus based on word co-occurrence and document word relations,

2.then learn a Text Graph Convolutional Network (Text GCN) for the corpus. Our Text GCN is initialized with one-hot representation for word and document, it then jointly learns the embeddings for both words and documents, as supervised by the known class labels for documents.