Table 4 Comparative analysis based on dataset feature using proposed and existing technique.

From: Blockchain based electronic educational document management with role-based access control using machine learning model

Classifiers

Feature class

Parameters

Prediction accuracy

Mean average precision (MAP)

F-1 score

Latency

CNN

Demographic features

68

72

63

71

Academic background features

73

76

67

74

Behavioral factors

75

79

71

77

KNN

Demographic features

75

82

74

67

Academic background features

77

84

77

73

Behavioral factors

80

87

80

77

SVM

Demographic features

82

80

83

80

Academic background features

85

83

85

82

Behavioral factors

87

88

89

85

Random forest

Demographic features

81

82

84

83

Academic background features

83

84

88

85

Behavioral factors

85

86

90

87

Proposed B-FCTNN_SRSO

model

Demographic features

89

88

93

92

Academic background features

94

91

95

94

Behavioral factors

98

95

97

96