Over-sampling

[shaimove]

Hi,
I am working on a regression problem, and I want to use SMOTER' the problem is that I don't understand how to oversample my data significantly. My input dataframe size is [716,3457], and the output is about the same size ([1068,3457]).
I read the function and the examples, and couldn't understand how to do it.
Specifically, I using DeepSMOTE method to create additional synthetic signals, so the oversampling is done on the latent space after the encoder.
Thanks,
Sharon

[nickkunz]

Hello Sharon,

Thank you for your question. I would encourage you to review the paper found in the Reference section of the repo. Let me know if this helps.

Branco, P., Torgo, L., Ribeiro, R. (2017). SMOGN: A Pre-Processing Approach for Imbalanced Regression. Proceedings of Machine Learning Research, 74:36-50. http://proceedings.mlr.press/v74/branco17a/branco17a.pdf.