Sleep abnormalities prediction on Actigraphy
0.665Avg AUCPAT-L
Evaluation Results
| Method | Links | |
|---|---|---|
| PAT-LParams=1.99M2024.11 | 0.665 | |
| PAT Conv-LParams=1.99M2024.11 | 0.659 | |
| PAT-MParams=1.00M2024.11 | 0.641 | |
| PAT Conv-MParams=1.00M2024.11 | 0.627 | |
| CNN-3D (Smoothed)Params=790K2024.11 | 0.615 | |
| CNN-3DParams=790K2024.11 | 0.606 | |
| ConvLSTMParams=1.76M2024.11 | 0.585 | |
| ConvLSTM (Smoothed)Params=1.76M2024.11 | 0.579 | |
| PAT Conv-SParams=287K2024.11 | 0.573 | |
| PAT-SParams=287K2024.11 | 0.555 | |
| ScratchTransformer-MParams=1.00M2024.11 | 0.543 | |
| CNN-1DParams=10K2024.11 | 0.534 | |
| Wavelet TransformParams=10K2024.11 | 0.525 | |
| CNN-1D (Smoothed)Params=10K2024.11 | 0.519 | |
| LSTM (Smoothed)Params=15K2024.11 | 0.515 | |
| LSTMParams=15K2024.11 | 0.513 | |
| ScratchTransformer-SParams=287K2024.11 | 0.498 | |
| ScratchTransformer-LParams=1.99M2024.11 | 0.492 |