Table 5: The malware detection experiment results for different methods.

Models Accuracy (%)AUCTPR (%)FPR (%)EER (%)Training time (h)Detection time (ms)

-gram93.210.986489.220.13.944.182304
LSTM99.130.999998.690.10.541.3413.62
CNN98.140.998996.920.11.551.4615.97
LSTM + CNN + MF (MalNet)99.880.999999.140.10.372.9130.33