Deep Learning Methods for Malware and Intrusion Detection: A Systematic Literature Review

Table 10

Journal-wise distribution of the papers on malware detection using deep learning.

S. no.	Journal	No. of papers	References
1	ArXiv preprints	11	[33, 40, 50, 52, 59, 66, 69, 94, 105, 107, 117]
2	Academia	1	[65]
3	ACM SIGCOMM computer communication review	1	[71]
4	Ad hoc networks, 2020—Elsevier	2	[95, 106]
5	Alexandria Engineering Journal	1	[76]
6	Cluster Computing	1	[79]
7	Computer Communications	1	[63]
8	Computers and Security	13	[26, 29, 39, 41, 42, 54, 60, 61, 87, 88, 122, 125, 127]
9	Cybersecurity	1	[28]
10	Digital Investigation	1	[43]
11	Engineering Applications of Artificial Intelligence	1	[80]
12	Expert Systems with Applications	1	[30]
13	Future Generation Computer Systems	4	[31, 86, 103, 116]
14	IEEE Access	8	[36, 99, 102, 108, 109, 114, 118, 128]
15	IEEE Transactions on Industrial Informatics	1	[48]
16	IEEE Transactions on Emerging Topics in Computational Intelligence	1	[119]
17	IEEE Transactions on Network Science and Engineering	1	[98]
18	IEEE Transactions on Sustainable Computing	1	[100]
19	IEEE Transactions on Information Forensics and Security	2	[68, 97]
20	IEICE Transactions on Information and Systems	1	[62]
21	IET Information Security	1	[38]
22	Information Sciences	1	[44]
23	International Journal of Advance Soft Computing	1	[82]
24	International Journal of Digital Crimes and Forensics	1	[45]
25	International Journal of Emerging Technology and Computer Science	1	[67]
26	International Journal of Performability Engineering	1	[73]
27	Journal of Ambient Intelligence and Humanized Computing	1	[74]
28	Journal of computer Virology and Hacking Techniques	2	[47, 91]
29	Journal of Computers	1	[81]
30	Journal of Grid Computing	1	[58]
31	Journal of Information Security and Applications	2	[37, 104]
32	Journal of Internet Services and Applications	1	[113]
33	Journal of King Saud University—Computer and Information Sciences	1	[111]
34	Journal of Parallel and Distributed Computing	3	[46, 49, 84]
35	Journal of Signal Processing Systems, 2021—Springer	1	[64]
36	Knowledge and Information Systems	1	[34]
37	KSII Transactions on Internet and Information Systems	2	[75, 85]
38	Mathematical Problems in Engineering	1	[101]
39	Microelectronics Reliability	1	[72]
40	Neural Computing and Applications	3	[32, 92, 112]
41	Neurocomputing	1	[78]
42	PeerJ Computer Science, 2020	1	[56]
43	Pertanika Journal of Science and Technology	1	[83]
44	PloS One, 2020	1	[57]
45	Procedia Computer Science	2	[35, 51]
46	Security and Communication Networks	3	[27, 89, 115]
47	Sensors	2	[96, 130]
48	Soft Computing	2	[77, 93]
49	TechRxiv	1	[90]
50	Tsinghua Science and Technology	1	[70]
51	Vehicular Communications	1	[110]
52	Entropy	1	[120]
53	Human-Centric Computing and Information Sciences	1	[121]
54	Applied Soft Computing	1	[123]
55	Journal of Internet Services and Information Security	1	[124]
56	Signal Processing Systems	1	[64]
57	International Journal of Information Security	1	[126]
58	Cybernetics and Systems	1	[129]
59	International Journal of Computer Network & Information Security	1	[131]