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euisuk-chung committed Dec 14, 2021
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Expand Up @@ -32,14 +32,14 @@ python run_vrae.py --file_name test_data --cols_to_remove Time MNG_NO --time_gap
## 3. Models Used
### 3.1. TimeGAN

<img src = 'https://github.com/euisuk-chung/timeseries-generation/blob/main/image/TimeGAN_architecture.PNG?raw=true' width="650" height="400">
<img src = 'https://github.com/euisuk-chung/timeseries-generation/blob/main/image/TimeGAN_architecture.PNG?raw=true' width="800" height="400">

- pyTorch implementation for `TimeGAN`
- Code Reference : https://github.com/d9n13lt4n/timegan-pytorch

### 3.2. Variational Recurrent AutoEncoder (VRAE)

<img src = 'https://github.com/euisuk-chung/timeseries-generation/blob/main/image/LSTM_VAE_architecture.png?raw=true' width="650" height="400">
<img src = 'https://github.com/euisuk-chung/timeseries-generation/blob/main/image/LSTM_VAE_architecture.png?raw=true' width="800" height="400">

- pyTorch implementation for `VRAE`
- Code Reference : https://github.com/tejaslodaya/timeseries-clustering-vae
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