thuml / Autoformer

About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), https://arxiv.org/abs/2106.13008
MIT License
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About MSE on validation and test #222

Closed bhagiradh closed 2 months ago

bhagiradh commented 2 months ago

Why was test MSE lower than the validation MSE? I was seeing the ipynb notebook you ran.

wuhaixu2016 commented 2 months ago

I think this depends on the similarity of train and test data. Most datasets split train, val, test datasets based on chronological order. Considering the weather forecasting task, the train set contains spring, summer and autumn; the val set will be winter; the test set could be spring again. Thus, I think comparing mse on the test and validating sets is kind of meaningless.

bhagiradh commented 2 months ago

ThankYou for the response. Does the same thing apply for all other datasets ? for weather data thats a good explanation. But in your predcit.ipynb you were using ETTh1 dataset.