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Team-TUD / CTAB-GAN-Plus

Official GitHub for CTAB-GAN+
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I want to add constraints to generate data. What should I do? #6

Closed Lyy0617 closed 11 months ago

Lyy0617 commented 1 year ago

I want to add constraints to generate data. What should I do?

zhao-zilong commented 1 year ago

Hi @Lyy0617 your question is too general, could you elaborate it more? What constraints do you want to implement on the generated data?

Lyy0617 commented 1 year ago

Thank you very much for your reply. As my question needs a picture description, I give a detailed description of the problem on Attach file. I look forward to hearing from you again. @zhao-zilong Question.docx

zhao-zilong commented 1 year ago

@Lyy0617 I have read your document, here are my answers: Q1: I don't think we can add that type of physics law here Q2: check this line of code where we filter the generation before release the data: https://github.com/Team-TUD/CTAB-GAN-Plus/blob/6d72fda3a9f382339e55cb4b35befced4c1f3508/model/synthesizer/transformer.py#L330 if you don't want to have this limitation, you can have the generation out of bound. Q3: To control the generation based on a given "continuous" value, now it is not supported by CTAB-GAN(+). We only train based on the mode of multi-gaussian-mixture, so roughly the local of the continuous value as the condition, not exactly the value.