CTGAN

Using CTGAN implementation - a GAN-based tabular data synthesizer, on the cert Insider threat data-set (r4.1) for data augmentation.

Reference

• Lei Xu, Maria Skoularidou, Alfredo Cuesta-Infante, Kalyan Veeramachaneni. Modeling Tabular data using Conditional GAN. NeurIPS, 2019.

@inproceedings{xu2019modeling,
  title={Modeling Tabular data using Conditional GAN},
  author={Xu, Lei and Skoularidou, Maria and Cuesta-Infante, Alfredo and Veeramachaneni, Kalyan},
  booktitle={Advances in Neural Information Processing Systems},
  year={2019}
}

• Glasser, Joshua, and Brian Lindauer. Bridging the gap: A pragmatic approach to generating insider threat data. 2013 IEEE Security and Privacy Workshops.

@inproceedings{glasser2013bridging,
  title={Bridging the gap: A pragmatic approach to generating insider threat data},
  author={Glasser, Joshua and Lindauer, Brian},
  booktitle={2013 IEEE Security and Privacy Workshops},
  pages={98--104},
  year={2013},
  organization={IEEE}
}