An Android Malware Detection Leveraging Machine Learning

Table 8

Action.

Classifier	Train			Test			Validate
	CPU times		Wall time	CPU times		Wall time	CPU times		Wall time
	User	System		User	System		User	System
Gradient boosting	56 s	696 ms	10 min 40 s	707 ms	64 ms	898 ms	731 ms	68 ms	918 ms
XGBoost	2 min 23 s	292 ms	16.8 s	1.94 s	60 ms	357 ms	1.91 s	64 ms	356 ms
Decision tree	969 ms	852 ms	1.84 s	222 ms	136 ms	385 ms	217 ms	140 ms	385 ms
Random forest	1.77 s	100 ms	1.98 ms	130 ms	64 ms	342 ms	108 ms	104 ms	357 ms