Improved Detecting Host Based Intrusions Based On Hybrid SVM Using Grey Wolf Optimizer

Vidhya Sathish, P. Khader
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引用次数: 4

Abstract

The blooming of intrusion instance trace notified as grim threat as per internet industry is concerned. To overcome, detection methodologies are designed by adopting an extensive intense research in the internet industry. Based on the consideration of challenging task and performance existence of contemporary computational methodologies, the objective of this Proposed Research has developed the enhanced hybrid strategy by combining the Support Vector Machine approach from classifier-based techniques and the Grey Wolf Optimizer from evolutionary techniques to optimize the support vector machine parameter towards the accurate classification of Host based intrusions with high detection accuracy and minimal false leads.
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基于混合SVM的改进型入侵检测算法
入侵实例追踪的蓬勃发展被互联网行业视为严峻的威胁。为了克服这一问题,在互联网行业进行了广泛深入的研究,设计了检测方法。在考虑到当代计算方法具有挑战性的任务和性能存在的基础上,本拟议研究的目的是通过将基于分类器的技术中的支持向量机方法和进化技术中的灰太狼优化器相结合,开发出增强的混合策略,以优化支持向量机参数,实现对具有高检测精度和最小假引的基于主机的入侵的准确分类。
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来源期刊
International Journal of Security and Its Applications
International Journal of Security and Its Applications COMPUTER SCIENCE, INFORMATION SYSTEMS-
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期刊介绍: IJSIA aims to facilitate and support research related to security technology and its applications. Our Journal provides a chance for academic and industry professionals to discuss recent progress in the area of security technology and its applications. Journal Topics: -Access Control -Ad Hoc & Sensor Network Security -Applied Cryptography -Authentication and Non-repudiation -Cryptographic Protocols -Denial of Service -E-Commerce Security -Identity and Trust Management -Information Hiding -Insider Threats and Countermeasures -Intrusion Detection & Prevention -Network & Wireless Security -Peer-to-Peer Security -Privacy and Anonymity -Secure installation, generation and operation -Security Analysis Methodologies -Security assurance -Security in Software Outsourcing -Security products or systems -Security technology -Systems and Data Security
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