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

Table 3

The decrement in % between two successive scores based on the results of Table 2 for IG, CHI, and the proposed method.

Features rank	IG drop %	CHI drop %	New method drop %	Average drop %
1 & 2	0.044088176	0.107687706	0.07534097	0.075705617
2 & 3	0.742138365	0.713040563	0.737068273	0.730749067
3 & 4	0.069105691	0.068341121	0.059243017	0.065563276
4 & 5	0.048034934	0.15799373	0.016956892	0.074328519
5 & 6	0.568807339	0.469843634	0.552891323	0.530514099
6 & 7	0.021276596	0.004213483	0.011666616	0.012385565
7 & 8	0.195652174	0.205923836	0.210839348	0.204138453
8 & 9	0.027027027	0.037300178	0.009229999	0.024519068
9 & 10	0.694444444	0.662361624	0.680106538	0.678970869
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