Table 9.

Activity recognition performance in House B for Resident 2.

	HMM		MLP		TDNN		kNN		DT
	Acc	F-Measure	Acc	F-Measure	Acc	F-Measure	Acc	F-Measure	Acc	F-Measure
OTH	87.3	76.8	81.1	73.6	80.7	78.3	41.9	55.6	82.8	74.5
OUT	96.2	97.7	94.4	96.2	96.4	97.4	95.2	87.1	93.7	96.1
EAT	96.4	94.8	80.6	80.1	92.0	85.7	98.7	83.5	97.7	89.5
SLP	99.9	99.9	99.8	99.7	99.7	99.8	99.8	99.7	99.8	99.9
WTV	82.6	83.8	82.4	80.7	83.6	83.3	82.8	79.3	84.6	80.2
BAT	45.4	52.0	51.7	46.8	70.8	55.1	57.1	38.1	65.6	50.7
Average	84.6	84.2	81.7	79.5	87.2	83.3	79.2	73.9	87.4	81.8