Francisco Santos

[FEAT] Add CGAN for Time-Series

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Time-series is one of the major points of research for data synthesis. The amount of research and offered open repos is low, so a key differentiator is the availability of...

[WIP] Implements the [DoppelGANger](https://arxiv.org/pdf/1909.13403.pdf) in YData Synthetic.

Closes #93

feat: PATEGAN integration [SD-50]

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Implements the PATEGAN model in accordance with the [original article](https://openreview.net/pdf?id=S1zk9iRqF7).

Define the generator, and discriminator models to be used by PATEGAN. References: Original article https://openreview.net/forum?id=S1zk9iRqF7

1. Write the PATEGAN define_gan method with all required components (generator model, teacher models, student model) 2. Write the PATEGAN train method with all required complements (loss functions, make batch...

Create a PATEGAN example file that showcases the full functionality: 1. Use and transform an example dataset (p.e. adult dataset). 2. Train synthesizer. 3. Save and load synthesizer 4. Sample...

## Description of the feature * Currently performance discrimination test is reporting just auroc score. ## Acceptance criterias (if applicable) Metrics like specificity, sensitivity, false positive rate, false negative rate...

## Description of the feature * Add representativity for numerical features in the sensitive representativity test ## Acceptance criterias (if applicable) Methods like clustering used to group sensitive numerical features...

## Description of the feature * Add arguments defining correlation thresholds for detection of all possible association types ## Acceptance criterias (if applicable) Associations of all combinations of variable types...