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

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

  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