期刊文献+

数据挖掘在检测P2P下载中的应用

APPLICATION OF DATA MINING TO P2P DOWNLOADING DETECTION
下载PDF
导出
摘要 分析了局域网内网用户大流量下载的特点,将数据挖掘技术应用于发现用户大规模P2P下载中,建立了检测大规模P2P下载的模型,根据领域知识,有效克服了关联算法在这个领域中的局限性,并优化了数据挖掘中的关联算法,通过实验证明优化的算法提高了检测的效率。最后将挖掘出的规则与防火墙系统联动,拒绝了局域网中大规模的下载,提高了校园网的利用效率。 The signification of peer-to-peer downloading is analyzed, and the data mining technology is applied to P2P downloading detec- tion. A model to detect P2P downloading is built. The Agriori algorithm is improved according to the given domain knowledge, and the detection performance of the algrithm improved is certified by experiments. Finally, the rules mined by the improved algorithm is interacted with firewall, and the utilization ratio of the campus network is promoted.
出处 《计算机应用与软件》 CSCD 北大核心 2008年第4期54-57,共4页 Computer Applications and Software
关键词 数据挖掘 关联算法 入侵检测 P2P下载 Data mining Association algorithm Intrusion detection Peer-to-peer downloading
  • 相关文献

参考文献5

  • 1贾虹霞,卢东祥.BT流量对校园网络造成的影响及其对策[J].黑客防线,2006(1):70-72. 被引量:1
  • 2Denning D E,Neumann P G.Requirements and model for IDES-A real-time intrusion detection system.USA:Computer Science Laboratory,SRI International,CA,1985.
  • 3Sebring M M,Shellhouse E,Hanna M E,et al.Expert systems in intrusion detection:A case study[A].Proceedings of the 11th National Computer Security Conference,Baltimore,Maryland,October 1988:74-81.
  • 4Agrawal R,Srikant R.Fast algorithms for mining association rules.Proc.of the 20th VLDB Conf.Santiago.Chile.1994.
  • 5Lee W,Stolfo S J.A data mining framework for building intrusion detection models.In:Proc.of the 1999 IEEE Symposium on Security and Privacy.May 1999.

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部