Host-based Intrusion Detection Systems Inspired by Machine Learning of Agent-Based Artificial Immune Systems

机译：受基于代理的人工免疫系统机器学习启发的基于主机的入侵检测系统

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An adaptable agent-based IDS (AAIDS) inspired by the danger theory of artificial immune system is proposed. The learning mechanism of AAIDS is designed by emulating how dendritic cells (DC) in immune systems detect and classify danger signals. AG agent, DC agent and TC agent coordinate together and respond to system calls directly rather than analyze network packets. Simulations show AAIDS can determine several critical scenarios of the system behaviors where packet analysis is impractical.

机译：提出了一种基于人工免疫系统危险性理论的基于适应剂的IDS（AAIDS）。通过模拟免疫系统中的树突状细胞（DC）如何检测和分类危险信号来设计AAIDS的学习机制。 AG代理，DC代理和TC代理协同工作，直接响应系统调用，而不是分析网络数据包。仿真表明，AAIDS可以确定一些无法进行数据包分析的系统行为的关键情况。

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来源
《2019 IEEE International Symposium on INnovations in Intelligent SysTems and Applications》|2019年|1-5|共5页
会议地点 Sofia(BG)
作者
Chung-Ming Ou;
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作者单位

Department of Information Management, Kainan University, Taoyuan City, Taiwan;

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会议组织
原文格式 PDF
正文语种 eng
中图分类
关键词
Intrusion detection; Immune system; Computer hacking; Computational modeling; Learning systems;

机译：入侵检测;免疫系统;计算机黑客;计算建模;学习系统;;

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专利

1. Host-based intrusion detection systems adapted from agent-based artificial immune systems [J] . Chung-Ming Ou Neurocomputing . 2012,第期

机译：改编自基于代理的人工免疫系统的基于主机的入侵检测系统
2. Artificial Immune System Inspired Intrusion Detection System Using Genetic Algorithm [J] . Amira Sayed A. Aziz, Mostafa A. Salama, Aboul ella Hassanien, Informatica: An International Journal of Computing and Informatics . 2012,第4期

机译：基于遗传算法的人工免疫系统启发式入侵检测系统
3. Mobile Agent-Based Memory Tracer Using Host-Based Intrusion Detection System for Safeguarding Critical Memory [J] . Arun Vijayaragavan, P. Mohan Kumar, K. L. Shunmuganathan Information security journal . 2013,第1a3期

机译：使用基于主机的入侵检测系统的基于移动代理的内存跟踪器来保护关键内存
4. Host-based Intrusion Detection Systems Inspired by Machine Learning of Agent-Based Artificial Immune Systems [C] . Chung-Ming Ou IEEE International Symposium on INnovations in Intelligent SysTems and Applications . 2019

机译：基于宿主的入侵检测系统，受到基于代理的人工免疫系统机器学习的启发
5. Intrusion Detection System in Smart Home Network Using Artificial Immune System and Extreme Learning Machine [D] . Alalade, Emmanuel Dare. 2020

机译：智能家庭网络入侵检测系统，使用人工免疫系统和极限学习机
6. Improving the Performance of Machine Learning-Based Network Intrusion Detection Systems on the UNSW-NB15 Dataset [O] . Soulaiman Moualla, Khaldoun Khorzom, Assef Jafar 2021

机译：在UNSW-NB15数据集上提高基于机器学习的网络入侵检测系统的性能
7. Host-based Web Anomaly Intrusion Detection System, an Artificial Immune System Approach [O] . Iman Khalkhali, Reza Azmi, Mozhgan Azimpour-Kivi, 2011

机译：基于主机的Web异常入侵检测系统，一种人工免疫系统方法
8. Artificial Immune System-Inspired Multiobjective Evolutionary Algorithm with Application to the Detection of Distributed Computer Network Intrusions [R] . Haag, C. R. 2007

机译：人工免疫系统激励多目标进化算法在分布式计算机网络入侵检测中的应用

Host-based Intrusion Detection Systems Inspired by Machine Learning of Agent-Based Artificial Immune Systems

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