Table 6.

Comparison of the performance of the best systems reproduced from previous works and the best CNN multitask systems.

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.