Table 4. Validation results (%) of comparison with machine learning and deep learning model on malware detection.

Approach	F1-score	Precision	Recall	Accuracy
Naive Bayes	65.96	67.69	70.90	67.08
Decision tree	89.47	91.86	87.78	91.51
Logistic regression	85.59	84.72	86.77	87.45
SVM	85.88	84.69	87.82	87.48
TextCNN	96.09	95.58	96.63	96.63
RNN	87.05	87.11	87.00	89.00
Attention_BILSTM	90.22	92.34	88.68	92.03
Proposed method	98.59	98.37	98.82	98.78