Evaluation of Deep Learning Methods Efficiency for Malicious and Benign System Calls Classification on the AWSCTD

Table 4

All malware plus clean samples accuracy results. The total of six classes was classified.

Count	AllMalwarePlusClean				AllMalwarePlusClean2
	LSTM	GRU	CNN	SVM	LSTM	GRU	CNN	SVM
10	77.2	78.3	78.7	79.9	80.1	79.4	80.1	81.2
20	83.0	82.3	83.4	83.6	85.8	85.6	86.9	86.7
40	84.1	84.1	85.1	85.3	87.3	87.6	88.8	88.0
60	85.0	85.8	86.1	86.2	87.5	86.4	88.5	88.2
80	87.1	86.8	88.5	87.7	87.5	88.0	89.2	87.9
100	87.1	86.5	88.2	87.4	87.7	87.9	88.8	87.6
200	85.8	87.5	89.4	86.5	86.2	87.3	89.6	86.3
400	80.9	88.1	89.9	81.9	80.3	87.3	89.6	78.1
600	79.8	89.1	93.2	75.5	77.6	89.4	93.5	74.8
800	68.3	85.3	93.5	73.9	41.5	92.3	93.6	73.3
1000	77.1	89.1	93.6	72.9	64.0	84.1	93.9	72.3