Table 2 Model validation with all features.

Held out subject	Accuracy		F1-score		AUROC
Held out subject	Ensemble SVM	Random forest	Ensemble SVM	Random forest	Ensemble SVM	Random forest
S2	0.958	0.938	0.974	0.960	0.909	0.982
S3	0.911	0.911	0.949	0.948	0.780	0.975
S5	0.789	0.853	0.853	0.892	0.807	0.863
S6	0.862	0.879	0.833	0.851	0.968	0.982
S8	0.862	0.862	0.889	0.889	0.899	0.887
S9	1.000	1.000	1.000	1.000	1.000	1.000
S10	0.897	0.936	0.927	0.953	0.963	0.971
S11	0.788	0.859	0.862	0.913	0.898	0.943
S12	0.990	0.990	0.994	0.994	0.971	0.984
S13	0.863	0.843	0.851	0.833	0.904	0.957
S14	0.900	0.867	0.906	0.875	0.968	0.955
S15	0.709	0.722	0.693	0.711	0.857	0.921
S16	0.907	0.926	0.944	0.955	0.825	0.938
S18	0.978	0.989	0.986	0.993	0.979	0.979
S20	0.781	0.781	0.840	0.840	0.832	0.830
Average	0.880	0.890	0.900	0.907	0.904	0.945

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