Cyberattacks Defense in Digital Music Streaming Platforms by Mobile Distributed Machine Learning

Table 1

Features of dataset.

ID	Feature name	Type	ID	Feature name	Type
1	Age_Of_Domain	{1,−1}	2	Having_Ip_Address	{−1,1}
3	HTTPS_Token	{−1,1}	4	URL_Length	{1,0,−1}
5	Shortining_Service	{1,−1}	6	Having_At_Symbol	{1,−1}
7	Double_Slash_Redirecting	{−1,1}	8	Prefix_Suffix	{1,1}
9	Having_Sub_Domain	{−1,0,1}	10	Sslfinal_State	{−1,0,1}
11	Domain_Registeration_Length	{−1,1}	12	Favicon	{−1,1}
13	Port	{−1,1}	14	Request_Url	{−1,1}
15	URL_Of_Anchor	{−1,0,1}	16	Links_In_Tags	{−1,0,1}
17	Sfh	{−1,0,1}	18	Submitting_To_e-mail	{−1,1}
19	Abnormal_URL	{−1,1}	20	Redirect	{−1,1}
21	On_Mouseover	{−1,1}	22	Rightclick	{−1,1}
23	Popupwidnow	{−1,1}	24	Iframe	{−1,1}
25	Dnsrecord	{−1,1}	26	Web_Traffic	{−1,0,1}
27	Page_Rank	{−1,1}	28	Google_Index	{−1,1}
29	Links_Pointing_To_Page	{−1,0,1}	30	Statistical_Report	{−1,1}
31	Char_Freq_;	Real	32	Char_Freq_(	REAL
33	Char_Freq_[	Real	34	Char_Freq_!	REAL
35	Char_Freq_$	Real	36	Char_Freq_#	REAL
37	“Is_Host_Login”	{−1,1}	38	“Is_Guest_Login”	{−1,1}
39	“Num_Failed_Logins”	Real	40	“Logged_In”	{−1,1}
41	“Root_Shell”	Real	42	“Su_Attempted”	REAL
43	“Num_Root”	Real	44	Credit_Amount	REAL
45	Credit_History	“No credits,” “All paid,” “Existing paid,” “Delayed paid,” “Critical”	46	Class	Attack/Normal