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by EricLeer
807 days ago
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Yes there are many attempts in applying a transformers to timeseries forecasting. For instance (but there are many more):
- Timegpt https://arxiv.org/abs/2310.03589
- Chronos https://github.com/amazon-science/chronos-forecasting These kind of papers often talk the world, but often lack a proper baseline model. They only compare against very simple (naive forecast), or non tuned models. In my experience a gradient boosting model will probably solve 95% of your forecasting problems, and trying to get fancy with a transformer (or even just a simple neural net) is more trouble then it is worth. |
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