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

Table 2 Prediction performance of various algorithms. "CAP" refers to the ADLCAP. Results for KNN are taken from [18].

	Overall Error			False +			False -			DLR +			DLR -
Region	CAP	KNN	SVM	CAP	KNN	SVM	CAP	KNN	SVM	CAP	KNN	SVM	CAP	KNN	SVM
1	0.37	0.34	0.35	0.30	0.34	0.35	0.65	0.36	0.35	1.18	1.88	1.86	0.92	0.55	0.54
2	0.37	0.32	0.29	0.31	0.31	0.25	0.62	0.38	0.43	1.24	2.01	2.22	0.89	0.55	0.58
3	0.38	0.31	0.32	0.32	0.27	0.29	0.63	0.50	0.46	1.14	1.84	1.88	0.93	0.68	0.64
4	0.46	0.32	0.31	0.36	0.30	0.28	0.65	0.35	0.36	0.99	2.15	2.25	1.00	0.50	0.51
5	0.31	0.23	0.24	0.27	0.18	0.22	0.67	0.53	0.44	1.25	2.57	2.58	0.91	0.65	0.56
6	0.43	0.28	0.29	0.38	0.24	0.27	0.62	0.41	0.38	1.01	2.40	2.33	1.00	0.55	0.52
7	0.48	0.30	0.32	0.43	0.28	0.31	0.59	0.37	0.34	0.95	2.29	2.14	1.04	0.51	0.50
8	0.42	0.31	0.33	0.37	0.28	0.32	0.62	0.42	0.37	1.03	2.08	1.96	0.98	0.58	0.54
Mean	0.40	0.30	0.31	0.34	0.28	0.29	0.63	0.42	0.39	1.10	2.15	2.15	0.96	0.57	0.55

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