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Table 7 The results of different classifiers and testing samples using Bagging

From: A universal Wi-Fi fingerprint localization method based on machine learning and sample differences

Model-test

Bagging

RF

Floor success rate (%)

Point success rate (%)

Mean error (m)

Floor success rate (%)

Point success rate (%)

Mean error (m)

M0-T0

95.70

61.33

3.611

98.44

71.88

2.102

M0-T1

96.43

63.78

6.821

98.98

71.94

5.455

M0-T2

87.63

41.50

8.949

96.65

56.44

6.408

M1-T0

94.92

51.17

3.872

98.44

64.45

3.033

M1-T1

95.41

63.78

4.403

97.96

73.98

3.050

M1-T2

95.62

39.43

7.253

99.23

64.69

3.493

M2-T0

95.70

48.44

4.277

100.00

69.14

2.102

M2-T1

96.94

66.33

5.057

99.49

70.41

4.720

M2-T2

95.62

63.40

3.488

96.39

74.23

1.880

Mean

94.89

55.46

5.303

98.40

68.57

3.583