New Hybrid Features Selection Method: A Case Study on Websites Phishing

Table 2

Features score(s) and rank of our new method, IG, and Chi-square on the phishing dataset.

Feature	Rank	Score	Normalized IG score	Rank	Score	Normalized Chi score	Combined IG and Chi score	New rank (IG + Chi)
having_IP_Address	13	0.006	0.012024048	13	98	0.014657493	0.018958371	13
URL_Length	17	0.003	0.006012024	17	57	0.008525277	0.010431911	17
Shortining_Service	18	0.003	0.006012024	18	51	0.007627879	0.00971231	18
having_At_Symbol	20	0.002	0.004008016	20	31	0.004636554	0.00612877	20
double_slash_redirecting	23	0.001	0.002004008	23	16.5	0.002467843	0.00317904	23
Prefix_Suffix	3	0.123	0.246492986	5	1343	0.200867484	0.317972543	5
having_Sub_Domain	5	0.109	0.218436874	4	1595	0.238558181	0.323457375	4
SSLfinal_State^#	1^#	0.499	1	1^#	6686	1	1.414213562	1^#
Domain_registeration_length	9	0.036	0.072144289	8	563	0.084205803	0.110884695	8
Favicon	29	0	0	29	0	0	0	29
port	24	0.0009	0.001803607	24	14.6	0.002183667	0.002832208	24
HTTPS_token	22	0.001	0.002004008	22	17.5	0.00261741	0.003296495	22
Request_URL	7	0.046	0.092184369	7	709	0.106042477	0.140509661	7
URL_of_Anchor^#	2^#	0.477	0.955911824	2^#	5966	0.892312294	1.307665341	2^#
Links_in_tags	6	0.047	0.094188377	6	712	0.106491176	0.142168283	6
SFH	8	0.037	0.074148297	9	542	0.081064912	0.10986123	9
Submitting_to_email	26	0.0002	0.000400802	26	3.7	0.000553395	0.000683292	26
Abnormal_URL	19	0.002	0.004008016	19	40	0.00598265	0.007201132	19
Redirect	25	0.0002	0.000400802	25	4.5	0.000673048	0.000783349	25
on_mouseover	21	0.002	0.004008016	21	19	0.002841759	0.004913226	21
RightClick	27	0	0	27	1.7	0.000254263	0.000254263	27
popUpWidnow	30	0	0	30	0	0	0	29
Iframe	28	0	0	28	0.1			28
age_of_domain	11	0.01	0.02004008	11	163	0.0243793	0.031558756	11
DNSRecord	16	0.004	0.008016032	16 63	0.009422674	0.012371078	16
web_traffic	4	0.1145	0.229458918	3	1712	0.256057433	0.343826707	3
Page_Rank	12	0.008	0.016032064	12	121	0.018097517	0.024177411	12
Google_Index	10	0.011	0.022044088	10	183	0.027370625	0.035143889	10
Links_pointing_to_page	15	0.004	0.008016032	15	66	0.009871373	0.012716162	15
Statistical_report	14	0.004	0.008016032	14	70	0.010469638	0.013185981	14