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However, a phishing webpage does not provide services similar to the corresponding legitimate webpage.
Sometimes phishing webpage also contains the logo of the targeted legitimate webpage.
Therefore, to pretend like the legitimate webpage, the attacker creates a fake webpage and put the null values in hyperlinks.
Phishing is an online criminal act that occurs when a malicious webpage impersonates as legitimate webpage so as to acquire sensitive information from the user.
The motivation behind the hyperlink extraction is that the phishing webpage copies the page content from the targeted legitimate webpage and it may contain many hyperlinks in the mimicked fake webpage which generally point to the corresponding legitimate webpage such as help and forget user id or password.
In the legitimate webpage, most of the hyperlinks point to the same domain but in the phishing webpage, most of the hyperlinks point to its targeted domain (corresponding legitimate site) or some another foreign domain.
Similar(54)
Our dataset consists of both phishing and legitimate webpages.
To evaluate the performance of the proposed approach, we have taken the dataset of 1525 11200 phishing and 405 legitimate) webpages.
In this attack, the attacker makes a fake webpage by copying or making a little change in the legitimate page, so that an internet user will not able to differentiate between phishing and legitimate webpages.
Hyperlinks in more than 70%% of the remaining phishing webpages (excluding the webpages which contain the no link and null link in the source code) have pointed to another domain (threshold is 36%%) while hyperlinks in only 1.48%% of legitimate webpages pointed to the foreign domain.
The authors use a trained EMD threshold value to differentiate the legitimate and phishing webpages.
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