yakouyang / Multilevel_Wavelet_Decomposition_Network_Pytorch

This project is the pytorch implementation version of Multilevel Wavelet Decomposition Network.

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Multilevel Wavelet Decomposition Network (Pytorch)

This project is the pytorch implementation version of Multilevel Wavelet Decomposition Network. https://arxiv.org/abs/1806.08946
And the code is a simple implementation of the prediction task part(mLSTM) of the paper.

Description

  • The code simply implements twice wavelet decompositions,which can be further similarly expanded.
  • The optimization part omits the use of mWDN for pre-training in the original paper.

Requirements

  • pytorch == 0.4.0
  • python == 3.6

Test Result Display

  • Wavelet_LSTM : sequence_length=12, predict step=1 ,epochs=20,batch_size=32
    Wavelet_LSTM

About

This project is the pytorch implementation version of Multilevel Wavelet Decomposition Network.

License:Apache License 2.0


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Language:Python 100.0%