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Unofficial implementation of TimeGAN (Yoon et al., NIPS 2019) in PyTorch.

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TimeGAN-PyTorch

Unofficial implementation of TimeGAN (Yoon et al., NIPS 2019) in PyTorch.

Jinsung Yoon, Daniel Jarrett, Mihaela van der Schaar, "Time-series Generative Adversarial Networks," Neural Information Processing Systems (NeurIPS), 2019

https://papers.nips.cc/paper/8789-time-series-generative-adversarial-networks

Original TimeGAN codebase: https://github.com/jsyoon0823/TimeGAN.git

Data Set Reference

Results

The model was trained on the data set "stock_data.csv" (Yoon et al., NIPS 2019).

result_pca result_tsne

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Unofficial implementation of TimeGAN (Yoon et al., NIPS 2019) in PyTorch.

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