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PhishShield: A Desktop Application to Detect Phishing Webpages through Heuristic Approach

机译:PhishShield:一种通过启发式方法检测网络钓鱼网页的桌面应用程序

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Phishing is a website forgery with an intention to track and steal the sensitive information of online users. The attacker fools the user with social engineering techniques such as SMS, voice, email, website and malware. In this paper, we implemented a desktop application called PhishShield, which concentrates on URL and Website Content of phishing page. PhishShield takes URL as input and outputs the status of URL as phishing or legitimate website. The heuristics used to detect phishing are footer links with null value, zero links in body of html, copyright content, title content and website identity. PhishShield is able to detect zero hour phishing attacks which blacklists unable to detect and it is faster than visual based assessment techniques that are used in detecting phishing. The accuracy rate obtained for PhishShield is 96.57% and covers a wide range of phishing web sites resulting less false negative and false positive rate.
机译:网络钓鱼是一种网站伪造,旨在跟踪和窃取在线用户的敏感信息。攻击者使用社交工程技术(例如SMS,语音,电子邮件,网站和恶意软件)欺骗用户。在本文中,我们实现了一个名为PhishShield的桌面应用程序,该应用程序专注于网络钓鱼页面的URL和网站内容。 PhishShield将URL作为输入,并将URL的状态输出为网络钓鱼或合法网站。用于检测网络钓鱼的启发式方法是:具有空值的页脚链接,html正文中的零链接,版权内容,标题内容和网站标识。 PhishShield能够检测到黑名单无法检测到的零小时网络钓鱼攻击,并且比用于检测网络钓鱼的基于视觉的评估技术要快。通过PhishShield获得的准确率为96.57%,涵盖了范围广泛的网络钓鱼网站,从而导致假阴性和假阳性率更低。

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