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20202022
most citedDATGAN: Integrating expert knowledge into deep learning for synthetic tabular data

16 citations · 33 across the 4 of their papers we have counts for

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2 papers · 1 filter

cs.LG2022★ 1 cited

ciDATGAN: Conditional Inputs for Tabular GANs

Gael Lederrey, Tim Hillel, Michel Bierlaire

Conditionality has become a core component for Generative Adversarial Networks (GANs) for generating synthetic images. GANs are usually using latent conditionality to control the g…

cs.LG2022★ 16 cited

DATGAN: Integrating expert knowledge into deep learning for synthetic tabular data

Gael Lederrey, Tim Hillel, Michel Bierlaire

Synthetic data can be used in various applications, such as correcting bias datasets or replacing scarce original data for simulation purposes. Generative Adversarial Networks (GAN…