teras.losses.ctgan_discriminator_loss

teras.losses.ctgan_discriminator_loss#

teras.losses.ctgan_discriminator_loss(y_pred_real, y_pred_generated)[source]#

Loss for the Discriminator model in the CTGAN architecture.

CTGAN is a state-of-the-art tabular data generation architecture proposed by Lei Xu et al. in the paper, “Modeling Tabular data using Conditional GAN”.

Reference(s):

https://arxiv.org/abs/1907.00503

Parameters:

  • y_pred_real – Discriminator’s output for real samples

  • y_pred_generated – Discriminator’s output for generated samples

Returns:

Discriminator’s loss.

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