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Comparison of the number of trainable parameters and the performance of the convolutional models.
| Model | Data Representation | Number of Trainable Parameters | AUC Context | AUC Tremor |
|---|---|---|---|---|
| CNN context (single output) | Raw signal | 120,221 | 0.962 (0.029) | - |
| CNN tremor (single output) | Raw signal | 120,221 | - | 0.915 (0.043) |
| multitask CNN | Raw signal | 183,802 | 0.981 (0.017) | 0.920 (0.044) |
| multitask CNN | FFT | 136,794 | 0.960 (0.025) | 0.936 (0.024) |
