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dependabot[bot] avatar saif-mahmud avatar thtonmoy avatar

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self-attention-har's Issues

Train Test Split are Wrong for Skoda dataset

You used the train_test_split from sklearn for Skoda dataset. But you did not set the shuffle parameter in train_test_split function. It will break all temporal dependencies within the data. The data is reordered.

Then you applied the sliding window function on the reordered data.

The ground-truth label is part of the input in the training/val/test sets

@thTonmoy @saif-mahmud could you please re-consider taking a quick look at #3? It will probably not take much time.

Basically, if we fix the pre-processing step as clarified in the above-referenced issue, then the model's performance turns into a disaster.

I was only able to replicate your paper's result with the current error in the pre-processing step. This error consists in that it includes the label (ground-truth) in the training/validation/testing sets. But this doesn't make any sense.

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