Table 6.
System | Classification Task | LOSO AUC | Stratified 10-Fold AUC |
---|---|---|---|
HAR features [77] + Adaboost (with 100 estimators) | Context | 0.962 (0.029) | 0.970 (0.003) |
multitask CNN with raw signal (ours) | Context | 0.981 (0.017) 3 | 0.990 (0.002) 3 |
Hssayeni et al. [15] (Specific tremor features) | Tremor | 0.922 (0.035) | 0.956 (0.003) |
multitask CNN with FFT (ours) | Tremor | 0.936 (0.024) 4 | 0.965 (0.003) 4 |
3 Value obtained only from the context classifier output. 4 Value obtained only from the tremor detector output.