图 书 馆
除了黑名单：学习要检测可疑的URL恶意网站Beyond Blacklists: Learning to Detect Malicious Web Sites from Suspicious URLs |
|
| 课程网址: | http://videolectures.net/kdd09_ma_bbldmwssurl/ |
| 主讲教师: | Justin Ma |
| 开课单位: | 加州大学 |
| 开课时间: | 2009-09-14 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | Malicious Web sites are a cornerstone of Internet criminal activities. As a result, there has been broad interest in developing systems to prevent the end user from visiting such sites. In this paper, we describe an approach to this problem based on automated URL classification, using statistical methods to discover the tell-tale lexical and host-based properties of malicious Web site URLs. These methods are able to learn highly predictive models by extracting and automatically analyzing tens of thousands of features potentially indicative of suspicious URLs. The resulting classifiers obtain 95-99% accuracy, detecting large numbers of malicious Web sites from their URLs, with only modest false positives. |
| 关 键 词: | 计算机科学; 数据挖掘; 安全和隐私 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-06-20：zyk |
| 阅读次数: | 53 |