distvae-tabular 0.0.10

DistVAE Implementation Package for Synthetic Data Generation

DistVAE-Tabular

1. Install

pip install distvae-tabular

2. Usage

from distvae_tabular import distvae

distvae.DistVAE # DistVAE model
distvae.generate_data # generate synthetic data

• See example.ipynb for detailed usage with loan dataset.
• Link for download loan dataset: https://www.kaggle.com/datasets/teertha/personal-loan-modeling

Citation

If you use this code or package, please cite our associated paper:

@article{an2024distributional,
  title={Distributional learning of variational AutoEncoder: application to synthetic data generation},
  author={An, Seunghwan and Jeon, Jong-June},
  journal={Advances in Neural Information Processing Systems},
  volume={36},
  year={2024}
}