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Distributed Streams-Based Data-Mining for Application Intrusion Detection

机译：基于分布式流的应用入侵检测数据挖掘

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摘要

This investigation considered the challenge of real-time, distributed data mining across high-level TCP/IP protocols for application layer intrusion detection. The approach taken was to focus on the fundamental challenges of; (a) evaluating similarities between different application-level TCP/IP protocols, (b) node-based header evaluation methods for HTTP, (c) a communication strategy to support aggregation and coordination. This streams-based approach to real-time data mining appears to be a useful in many areas including; security monitoring, intrusion detection and sensor networks.

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作者
Yurica, K. ; Pande, R. ; Motwani, R.;
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年度 2004
页码 1-30
总页数 30
原文格式 PDF
正文语种 eng
中图分类工业技术;
关键词
Distributed data processing; Security; Information retrieval; Detectors; Strategy; Monitoring; Networks; Real time; Communication and radio systems; Intrusion detection;

机译：分布式数据处理;安全;信息检索;探测器;策略;监控;网络;实时;通信和无线电系统;入侵检测;

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专利

1. Towards adaptive character frequency-based exclusive signature matching scheme and its applications in distributed intrusion detection [J] . Yuxin Meng, Wenjuan Li, Lam-For Kwok Computer networks . 2013,第17期

机译：面向自适应字符频率的排他签名匹配方案及其在分布式入侵检测中的应用
2. INTRUSION DETECTION FOR DISTRIBUTED APPLICATIONS [J] . MATTHEW STILLERMAN, CARLA MARCEAU, MAUREEN STILLMAN Communications of the ACM . 1999,第7期

机译：分布式应用程序的入侵检测
3. Information Theory and Data-Mining Techniques for Network Traffic Profiling for Intrusion Detection [J] . Pablo Velarde-Alvarado, Rafael Martinez-Pelaez, Joel Ruiz-Ibarra, Journal of Computer and Communications . 2014,第11期

机译：用于入侵检测的网络流量分析的信息理论和数据挖掘技术
4. Reducing false positives in intrusion detection systems using data-mining techniques utilizing support vector machines, decision trees, and naive Bayes for off-line analysis [C] . Kathleen Goeschel SoutheastCon . 2016

机译：使用支持向量机，决策树和朴素贝叶斯进行离线分析的数据挖掘技术，减少入侵检测系统中的误报
5. An interactive distributed simulation framework with application to wireless networks and intrusion detection. [D] . Kachirski, Oleg. 2005

机译：交互式分布式仿真框架，可应用于无线网络和入侵检测。
6. Intrusion-Aware Alert Validation Algorithm for Cooperative Distributed Intrusion Detection Schemes of Wireless Sensor Networks [O] . Riaz Ahmed Shaikh, Hassan Jameel, Brian J. d’Auriol, 2009

机译：无线传感器网络协同分布式入侵检测方案的入侵感知警报验证算法
7. An Artificial Immune System-Inspired Multiobjective Evolutionary Algorithm with Application to the Detection of Distributed Computer Network Intrusions [O] . Charles R. Haag, Gary B. Lamont, Paul D. Williams, 2009

机译：人工免疫系统启发的多目标进化算法及其在分布式计算机网络入侵检测中的应用

Distributed Streams-Based Data-Mining for Application Intrusion Detection

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