DTFPNet: Temporal and Frequency Dynamic Graph Neural Network for Time Series Representation Learning
Thank you for visiting this code repository.
Due to the fact that this work has not been published in an archive and there is a relatively long review cycle, the critical sections of the code have been treated confidentially. Once the paper is accepted, the full code will be provided, and the training weights will be made publicly available. If reviewers require further information, they may contact the authors.
some test results in this paper can be seen in path ./lightning_logs/ and ./textFiles/DTFPNet_UCR.txt
- UCR and UEA classification datasets are available at https://www.timeseriesclassification.com
- Sleep-EDF and UCIHAR datasets are from https://github.com/emadeldeen24/TS-TCC
- For any other dataset, to convert to
.pt
format, follow the preprocessing steps here https://github.com/emadeldeen24/TS-TCC/tree/main/data_preprocessing
The codes in this repository are inspired by the following: TSLANet: Rethinking Transformers for Time Series Representation Learning https://github.com/emadeldeen24/TSLANet