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nmheim avatar nmheim commented on September 21, 2024

In addition to normalizing the data, adding a bias vector to the ESNCell improves prediction a lot (commit 9830b5c). Still have to run over the whole dataset to produce some concrete numbers.

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nmheim avatar nmheim commented on September 21, 2024

Check what the internal TanhRNNCell of pytorch does. There is a possible second bias term for the reservoir layer, which could mean that the input and reservoir layers have two seperate activation functions...

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nmheim avatar nmheim commented on September 21, 2024

@jamesavery prediction performance should be fixed with 181dc9b

example

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nmheim avatar nmheim commented on September 21, 2024

In hyperparameter optimization check for best tikhonov beta within every iteration

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