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Wavelet Transform based Seq2Seq Model for Time Series Forecasting

This is a instance for sequence to sequence model for time series forecasting, including the straightaway implement of MLP, RNN, CNN, LSTM, GRU, TCN, VAR, Wavelet (which converts the 1-dim time-series into 2-dim time-frequency diagram then put the Seq2Seq model on it for forecasting) with Pytorch.

Platform

  • python 3.x
  • Pytorch 0.4+

Running

take the function LetsGo() in 'main.py' with parameter 'train' for training the model and 'pre' for testing the model with the trained models' paths with parameter m_path.

dataset

ENSO: NINO1-2, NINO3, NINO3-4, NINO 4

License

This project is licensed under the MIT License - see the [LICENSE.md] file for details

cxl's People

Contributors

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Stargazers

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Watchers

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