[AAAI 2022] Sparse Structure Learning via Graph Neural Networks for Inductive Document Classification

Overview

Sparse Structure Learning via Graph Neural Networks for inductive document classification

Make graph dataset

  1. create co-occurrence graph for datasets.

    python ssl_make_graphs/create_cooc_document.py --raw_path SOURCEPATH --pre_path TARGETPATH --task DATASET --partition TRAINorTEST --window_size SIZE
    
  2. construct in memory graph datsets.

    python ssl_make_graphs/PygDocsGraphDatset.py --raw_path SOURCEPATH --task DATASET 
    

Reproduce

python ssl_graphmodels/pyg_models/train_docs.py
Diverse graph algorithms implemented using JGraphT library.

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