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Generated invalid values about tgan HOT 1 CLOSED

sdv-dev avatar sdv-dev commented on May 30, 2024
Generated invalid values

from tgan.

Comments (1)

ManuelAlvarezC avatar ManuelAlvarezC commented on May 30, 2024

Thanks for reporting this @TrinhDinhPhuc

This is, indeed, one of the restrictions that TGAN currently has: numerical columns are considered to be defined in the Real domain, which means that negative values are also sampled.

We will make sure to make this clearer in the documentation in the future.

For now, the way to overcome this restriction is applying a function that transform your only-positive values into real-ranged before modeling and reverting it back after sampling.

from tgan.

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