Developing a Google Chrome Extension for Detecting Phishing Emails
Developing a Google Chrome Extension for Detecting Phishing Emails
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开发用于检测网络钓鱼电子邮件的 Google Chrome 扩展程序
DOI：
10.29007/hwp7
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发表时间：
2021
期刊：
影响因子：
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通讯作者：
M. Hossain
中科院分区：
文献类型：
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作者：
Hongkai Chen;M. Hossain
网络钓鱼是一种欺诈性的尝试，攻击者欺骗受害者，让他们在借口下泄露敏感信息。该研究项目旨在开发一个Google Chrome扩展来检测钓鱼电子邮件。我们首先收集了一些钓鱼邮件样本。然后，我们使用文本挖掘技术来找出钓鱼电子邮件中重要的单词。接下来，我们开发了一个分类器模型，Chrome扩展将使用该模型来检测使用这些单词的钓鱼电子邮件。下一步是使用钓鱼电子邮件样本和标准(非钓鱼)电子邮件样本测试该扩展。之后，收集评价指标。我们发现我们的扩展能够以相对较高的准确率识别钓鱼电子邮件和非钓鱼电子邮件。
Phishing is a fraudulent attempt where attackers trick the victims into disclosing sensitive information under pretenses. This research project aims to develop a Google Chrome extension to detect phishing emails. We firstly collected a number of phishing email samples. Then we used text mining techniques to find out the words that are important in phishing emails. Next, we developed a classifier model that the Chrome extension will use to detect phishing emails using those words. The next step was to test the extension with phishing email samples and standard (non-phishing) email samples. After that, the evaluation metrics were collected. We found our extension was able to identify phishing emails and non-phishing emails with a relatively high degree of accuracy.