Deep Learning-Based Network Security Data Sampling and Anomaly Prediction in Future Network

Table 2

Defender’s detection success rate of attack and score of the attacker.

Experimental method		Defensive detection success rate	Attacker score
Topology 1	Attack strategy 1 vs. defensive strategy 1	0.41	7.2
	Attack strategy 1 vs. defensive strategy 2	0.75	6.8
	Attack strategy 2 vs. defensive strategy 1	0.75	6.3
	Attack strategy 2 vs. defensive strategy 2	0.98	5.7
Topology 2	Attack strategy 1 vs. defensive strategy 1	0.62	3.1
	Attack strategy 1 vs. defensive strategy 2	0.96	2.1
	Attack strategy 2 vs. defensive strategy 1	0.96	2.2
	Attack strategy 2 vs. defensive strategy 2	0.99	2.4
Topology 3	Attack strategy 1 vs. defensive strategy 1	0.19	16.1
	Attack strategy 1 vs. defensive strategy 2	0.29	17.1
	Attack strategy 2 vs. defensive strategy 1	0.29	17.1
	Attack strategy 2 vs. defensive strategy 2	0.39	13.7
Topology 4	Attack strategy 1 vs. defensive strategy 1	0.41	8.5
	Attack strategy 1 vs. defensive strategy 2	0.75	7.3
	Attack strategy 2 vs. defensive strategy 1	0.75	7.3
	Attack strategy 2 vs. defensive strategy 2	0.98	6.1