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Table 2 Precision, recall, and F1 values for different combinations of methods (IG + TF-IDF, MI + TF-IDF, and CDF + TF-IDF) in the different categories

From: Design and analysis of a general vector space model for data classification in Internet of Things

 

IG + TF-IDF

MI + TF-IDF

CDF + TF-IDF

Precision (%)

Recall (%)

F1 value (%)

Precision (%)

Recall (%)

F1 value (%)

Precision (%)

Recall (%)

F1 value (%)

Art

70.56

73.69

72.09

76.34

79.01

77.65

87.28

88.01

87.64

History

72.80

76.87

74.78

71.28

80.46

75.59

88.23

87.27

87.75

Aviation

71.19

74.20

72.66

75.79

76.39

76.09

89.74

90.22

89.98

Computer

86.65

81.32

83.90

91.82

89.22

90.50

96.63

95.29

95.96

Environment

62.31

53.68

57.67

68.67

72.43

70.50

83.91

85.82

84.85

Agriculture

71.22

69.06

70.12

79.90

77.75

78.81

89.21

87.87

88.53

Economy

64.96

73.49

68.96

70.32

79.02

74.42

82.90

84.94

83.91

Politics

77.58

79.38

78.47

82.13

79.84

80.97

88.07

89.71

88.88

Sports

89.13

82.17

85.51

92.21

89.83

91.00

97.46

96.63

97.04