Table 3.

Results of three approaches for the three types of activity patterns (TP, FP, FN) on three dataset (B1–3); TP=True-positives; FP=False-positives; FN=False-negatives

	Results of approaches
Activity	Count	Algorithm AP			Time-based			Activity-based
		TP	FP	FN	TP	FP	FN	TP	FP	FN
Dataset B1
Bathing	16	16	127	0	16	63	0	16	384	0
Bed to toilet	31	31	149	0	31	48	0	31	77	0
Cook	301	249	1	52	79	0	222	139	14	162
Eat	231	194	6	37	79	0	152	215	86	16
Enter home	151	136	52	15	70	9	81	140	2	11
Housekeeping	41	1	0	40	26	53	15	30	123	11
Leave home	142	121	45	21	70	9	72	131	2 70	11
Personal hygiene	401	159	1	242	79	0	322	107	17	294
Relax	125	93	113	32	56	23	69	90	211	35
Sleep	109	70	9	39	77	2	32	31	0	78
Take medicine	154	124	23	30	76	3	78	140	161	14
Work	0	0	0	0	0	0	0	0	0	0
TOTAL dataset B1	1702	1194	526	508	659	210	1043	1070	1345	632
Dataset B2
Bathing	28	28	170	0	24	44	4	27	319	1
Bed to toilet	110	110	45	0	64	4	46	106	48	4
Cook	234	136	6	98	67	1	167	170	176	64
Eat	166	160	9	6	68	0	98	160	74	6
Enter home	167	142	9	25	66	2	101	164	1	3
Housekeeping	43	42	218	1	24	44	19	42	123	1
Leave home	166	147	11	19	67	1	99	141	206	25
Personal hygiene	347	225	2	122	68	0	279	141	26	206
Relax	43	34	143	9	28	40	15	35	311	8
Sleep	155	147	7	8	67	1	88	106	4	49
Take medicine	70	67	20	3	67	1	3	67	166	3
Work	0	0	0	0	0	0	0	0	0	0
TOTAL dataset B2	1529	1238	640	291	610	138	919	1159	1454	370
Dataset B3
Bathing	15	13	171	2	13	57	2	15	207	0
Bed to toilet	13	13	408	0	11	59	2	12	53	1
Cook	189	149	17	40	69	1	120	133	9	56
Eat	143	105	31	38	64	6	79	133	56	10
Enter home	46	37	33	9	32	38	14	45	2	1
Housekeeping	0	0	0	0	0	0	0	0	0	0
Leave home	47	36	34	11	32	38	15	42	179	5
Personal hygiene	222	141	4	81	69	1	153	55	11	167
Relax	68	55	107	13	40	30	28	20	26	48
Sleep	66	52	54	14	42	28	24	12	1	54
Take medicine	29	28	145	1	20	50	9	25	196	4
Work	132	114	63	18	60	10	72	105	84	27
TOTAL dataset B3	970	743	1067	227	452	318	518	597	824	373