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Table 4 Prediction performance of KNN, old versus new. "Old" = KNN results from [18], same as Table 2; "New" = KNN applied to the "relaxed datasets."

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

 

Overall Error

False +

False -

DLR +

DLR -

Region

Old

New

Old

New

Old

New

Old

New

Old

New

1

0.34

0.36

0.34

0.35

0.36

0.41

1.88

1.69

0.55

0.63

2

0.32

0.33

0.31

0.29

0.38

0.46

2.01

1.85

0.55

0.65

3

0.31

0.34

0.27

0.30

0.50

0.48

1.84

1.70

0.68

0.70

4

0.32

0.32

0.30

0.24

0.35

0.47

2.15

2.21

0.50

0.62

5

0.23

0.32

0.18

0.30

0.53

0.45

2.57

1.84

0.65

0.64

6

0.28

0.31

0.24

0.27

0.41

0.42

2.40

2.11

0.55

0.58

7

0.30

0.32

0.28

0.26

0.37

0.46

2.29

2.12

0.51

0.61

8

0.31

0.35

0.28

0.33

0.42

0.42

2.08

1.75

0.58

0.63

Mean

0.30

0.33

0.28

0.29

0.42

0.45

2.15

1.91

0.57

0.63