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Table GANs in the Netherlands

Who are we

A number of organizations based in NL discovered through MSc student activities that they share an interest in the generation of synthetic tabular data. Representatives from ABN AMRO, De Volksbank, Radboud University and VGZ meet online on an irregular basis to share information and learn from each other's experiences.

Interesting literature about synthetic data:

Relational data

• Synthetic Data Vault: https://dai.lids.mit.edu/wp-content/uploads/2018/03/SDV.pdf
• Stabilizing GANs: https://arxiv.org/pdf/1910.00927.pdf
• CTGAN: https://arxiv.org/pdf/1907.00503.pdf
• TGAN: https://arxiv.org/pdf/1811.11264.pdf
• Improved Techniques for Training GANs: https://arxiv.org/pdf/1606.03498.pdf
• Generative Adverarial Networks: https://arxiv.org/pdf/1406.2661.pdf

Graph data

Sequential data

• DoppelGANger: https://www.researchgate.net/publication/336147063_Generating_High-fidelity_Synthetic_Time_Series_Datasets_with_DoppelGANger