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Table 4 The accuracy of identity recognition on the HASC data set through various machine learning models

From: An information-aware visualization for privacy-preserving accelerometer data sharing

Model

10 (%)

30 (%)

50 (%)

Average accuracy (%)

RF

98.0851

95.8194

93.7983

95.9009

J48

95.2128

85.8194

79.9105

86.9809

NB

97.6596

91.7057

90.6669

93.3441

BN

97.8723

94.6823

91.2973

94.6173

LMT

98.5106

96.8562

95.2013

96.8560

MP

98.5106

96.087

95.181

96.5929

IB3

97.5532

95.4515

93.3103

95.4383

Logistic

98.7234

94.2809

91.5819

94.8621

RN

97.6596

94.6823

92.1322

94.8247

DT

80.5319

60.5351

49.7967

63.6212

  1. Underlined values indicate the best accuracy result achieved by a certain model among all available models