A Comparative Study on Detection of Malware and Benign on the Internet Using Machine Learning Classifiers

Table 1

Android application keyword.

List of keywords taken as features
Permissions	Count	Section-flow	Intent-filter (action)	General specific
Read_MSG	std_fpktl	Total_fhlen	downUpRatio	bAvgBytesPerBulk
Send_MSG	std_bpktl	total_bhlen	fAvgSegmentSize	bAvgPacketsPerBulk
Duration	total_fiat	fPktsPerSecond	fHeaderBytes	bAvgBulkRate
total_f packets	Fpsh_ cnt	bPktsPerSecond	fAvgPacketsPerBulk	bAvgSegmentSize
max_fpktl	bpsh_cnt	flowPktsPerSecond	fAvgPacketsPerBulk	RRT_samples_clnt
max_bpktl	furg_cnt	flowBytesPerSecond	fAvgBulkRate	Act_data_pkt_forward
Mean_ fpktl	Min_ fpkt	—	avgPacket size	—
mean_bpkt	Max_fpkt	—	—	—