Intrusion Detection Using Ensemble of Soft Computing Paradigms

机译：使用软计算范例集成进行入侵检测

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Soft computing techniques are increasingly being used for problem solving. This paper addresses using ensemble approach of different soft computing techniques for intrusion detection. Due to increasing incidents of cyber attacks, building effective intrusion detection systems (IDSs) are essential for protecting information systems security, and yet it remains an elusive goal and a great challenge. Two classes of soft computing techniques are studied: Artificial Neural Networks (ANNs) and Support Vector Machines (SVMs). We show that ensemble of ANN and SVM is superior to individual approaches for intrusion detection in terms of classification accuracy.

机译：软计算技术越来越多地用于解决问题。本文介绍了使用集成方法对入侵检测采用不同的软计算技术。由于网络攻击事件的增加，构建有效的入侵检测系统（IDS）对于保护信息系统的安全至关重要，但是这仍然是一个遥不可及的目标，也是一个巨大的挑战。研究了两类软计算技术：人工神经网络（ANN）和支持向量机（SVM）。我们显示，在分类精度方面，ANN和SVM的集成优于入侵检测的各个方法。

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来源
《International Conference on Intelligent Systems Design and Applications(ISDA'03); 200308; Tulsa,OK(US)》|2003年|P.239-248|共10页
会议地点 TulsaOK(US)
作者
Srinivas Mukkamala; Andrew H. Sung; Ajith Abraham;
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作者单位

Department of Computer Science, New Mexico Tech, Socorro, New Mexico 87801;

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会议组织
原文格式 PDF
正文语种 eng
中图分类人工智能理论;
关键词
information system security; intrusion detection; neural network; support vector machines; ensemble of soft computing paradigms;

机译：信息系统安全;入侵检测;神经网络;支持向量机;软计算范式集合;

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专利

1. Intrusion detection using an ensemble of intelligent paradigms [J] . Srinivas Mukkamala, Andrew H. Sung, Ajith Abraham Journal of network and computer applications . 2005,第2期

机译：使用智能范式集成进行入侵检测
2. Attack and intrusion detection in cloud computing using an ensemble learning approach [J] . Parul Singh, Virender Ranga International Journal of Information Technology . 2021,第2期

机译：使用集合学习方法在云计算中的攻击和入侵检测
3. A distributed ensemble design based intrusion detection system using fog computing to protect the internet of things networks [J] . Kumar Prabhat, Gupta Govind P., Tripathi Rakesh Journal of ambient intelligence and humanized computing . 2021,第10期

机译：基于分布式集合设计的入侵检测系统，使用FOG计算保护物联网网络
4. Intrusion Detection Using Ensemble of Soft Computing Paradigms [C] . Srinivas Mukkamala, Andrew H. Sung, Ajith Abraham International Conference on Intelligent Systems Design and Applications . 2003

机译：使用软计算范例的集合进行入侵检测
5. Applying soft computing techniques to intrusion detection [D] . DeLooze, Lori L. 2005

机译：将软计算技术应用于入侵检测
6. The Use of Ensemble Models for Multiple Class and Binary Class Classification for Improving Intrusion Detection Systems [O] . Celestine Iwendi, Suleman Khan, Joseph Henry Anajemba, 2020

机译：集成模型用于多类和二类分类的改进入侵检测系统
7. Intrusion Detection Using Ensemble of Soft Computing Paradigms [O] . Srinivas Mukkamala, Andrew H. Sung, Ajith Abraham 2004

机译：使用软计算范式集成的入侵检测

Intrusion Detection Using Ensemble of Soft Computing Paradigms

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