Using machine learning algorithms to guide rehabilitation planning for home care clients

Table 7 Comparison of prediction performances. "OLD" = the original ADLCAP, same as [18] and Table 2; "SVM" = SVM using relaxed dataset, same as Table 5, column "New"; "NEW" = alternative ADLCAP (Table 6).

	Overall Error			False +			False -			DLR +			DLR -
Region	OLD	SVM	NEW	OLD	SVM	NEW	OLD	SVM	NEW	OLD	SVM	NEW	OLD	SVM	NEW
1	0.37	0.34	0.36	0.30	0.34	0.36	0.65	0.33	0.37	1.18	1.97	1.75	0.92	0.50	0.58
2	0.37	0.30	0.30	0.31	0.26	0.25	0.62	0.42	0.48	1.24	2.20	2.10	0.89	0.57	0.64
3	0.38	0.34	0.32	0.32	0.33	0.28	0.63	0.42	0.50	1.14	1.77	1.79	0.93	0.63	0.69
4	0.46	0.31	0.34	0.36	0.28	0.31	0.65	0.37	0.39	0.99	2.24	1.99	1.00	0.51	0.56
5	0.31	0.23	0.20	0.27	0.20	0.16	0.67	0.45	0.52	1.25	2.69	3.05	0.91	0.57	0.62
6	0.43	0.29	0.27	0.38	0.26	0.22	0.62	0.40	0.45	1.01	2.36	2.53	1.00	0.53	0.58
7	0.48	0.31	0.32	0.43	0.29	0.29	0.59	0.35	0.38	0.95	2.23	2.17	1.04	0.49	0.53
8	0.42	0.32	0.29	0.37	0.30	0.23	0.62	0.38	0.49	1.03	2.04	2.16	0.98	0.55	0.64
Mean	0.40	0.30	0.30	0.34	0.28	0.26	0.63	0.39	0.45	1.10	2.19	2.19	0.96	0.54	0.61

ISSN: 1472-6947