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Running the code

  1. The main result of this paper can be reproduced via running the scripts/main_vae.py file:

    cd scripts && python main_vae.py

  2. Download the dataset you want to run with

    python setup_data.py --dataset=DATASET_OF_CHOICE

Default is ml-20m. Other options are amazon, which is my original furniture review data from amazon review data.

Main Scripts

All of the scripts used to generate data are located in the ./scripts directory.

  • main_vae.py is MultiVAE model with and without the critic, on all datasets.
  • main_wmf.py is used to generate results for the Weighted Matrix Factorization model on all 3 datasets.
  • main_dae.py is used to generate results for MutliDAE on ml-20m with and without the Critic
  • ncf_training.py is used to generate results on the datasets we compare to Neural Collaborative Filtering.
  • gather_data.py is used to gather statistics from a fully trained model,.
  • setup_data.py is used to download, extract, and process the data.

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