All Projects → xiaohan2012 → multi-label-text-classification

xiaohan2012 / multi-label-text-classification

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Mutli-label text classification using ConvNet and graph embedding (Tensorflow implementation)

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graph embedding + deep learning for multi-label text classification

this projects attempts to combine:

  • graph embedding
  • ConvNet

for the purpose of multi-label text classification.

I compared three methods on stackexchange datasets, where the goal is to predict the tags of posts.

If you wan to know more, here are some slides

utility scripts

  • scripts/preprocessing_pipeline.sh: all the preprocessing, data splitting, feature extractio, etc
  • sample_random_walks.py: sample random walks on a graph
  • extract_embedding_labels.py: extract labels for embedding visualization

main scripts

  • fastxml_experiment.py: experiment for fastxml
  • kim_cnn_experiment.py: experiment for cnn
  • combined_model_experiment.py: experiment for cnn + deepwalk
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