Table 4 Proposed model comparative analysis with existing models.

From: Prediction of android ransomware with deep learning model using hybrid cryptography

Approach

Accuracy

Precision

Recall

F1-score

XGB

99.54

99.68

99.62

99.65

RF

99.59

99.75

99.63

99.69

SVM

68.70

69.73

94.18

80.13

KNN

99.17

99.45

99.31

99.38

CNN-BiLSTM

94.52

94.74

92.04

93.44

AE-MLP

99.98

98.92

94.24

96.52

Proposed

99.97

98.93

94.62

96.63