TABLE IX.

classification performance (accuracy and AUC) of the SVM in classifying clinical assessment scores (RBANS and TUG) discretized using equal frequency binning. We train SVM using features from different activities

Score Type	Measure	Sleep	Mobility	ADL	Mobility +Leave Home	ADL+Leave home	Sleep +Mobility	Sleep+ADL	Sleep+ADL+ Leave Home	Mobility +ADL	ALL
RBANS	Accuracy	76.92	57.69	46.15	61.53	61.53	75.00	73.08	75.00	48.05	71.15
	AUC	0.76	0.57	0.46	0.62	0.62	0.75	0.73	0.75	0.49	0.71
TUG	Accuracy	78.00	62.00	66.00	52.00	52.94	62.00	76.00	80.00	44.00	76.00
	AUC	0.77	0.61	0.64	0.52	0.50	0.62	0.75	0.79	0.43	0.75