Apache Spark and Deep Learning Models for High-Performance Network Intrusion Detection Using CSE-CIC-IDS2018

Table 2

Performance of the three models (F1-score).

F1-score
Class	CNN	LSTM	Spark_LR
0	0.98	0.98	1.00
1	1.00	1.00	1.00
2	0.78	0.78	1.00
3	0.83	0.80	1.00
4	1.00	1.00	1.00
5	1.00	1.00	1.00
6	1.00	1.00	1.00
7	1.00	1.00	0.99
8	1.00	1.00	1.00
9	1.00	1.00	1.00
10	1.00	0.99	1.00
11	1.00	1.00	0.98
12	0.62	0.61	0.97
13	0.91	0.88	0.98
14	1.00	1.00	1.00