Table 6.

Activity recognition performance in House A for Resident 1.

	HMM		MLP		TDNN		kNN		DT
	Acc	F-Measure	Acc	F-Measure	Acc	F-Measure	Acc	F-Measure	Acc	F-Measure
OTH	86.3	54.6	75.8	71.8	75.8	77.4	73.7	68.4	76.5	71.7
OUT	75.0	80.0	81.2	82.3	92.9	88.7	63.4	72.0	80.0	81.8
KIT	60.4	66.2	64.0	70.8	74.1	78.1	63.5	67.7	62.9	69.5
EAT	26.8	39.3	46.9	33.9	61.8	53.0	48.9	30.4	47.0	36.7
SLP	99.9	99.9	99.5	99.7	99.7	99.7	99.6	99.5	99.5	99.7
WTV	57.2	66.5	61.4	69.2	67.7	69.3	54.6	58.2	60.5	68.3
BAT	66.7	65.3	77.0	75.1	76.0	75.8	74.6	73.5	77.9	75.2
Average	67.5	67.4	72.3	71.8	78.3	77.4	68.3	67.1	72.0	71.8