A distributed framework for supporting adaptive ensemble-based intrusion detection

机译：支持基于自适应集成的入侵检测的分布式框架

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This paper proposes anatomy and main functionalities of a distributed framework for supporting adaptive ensemble-based intrusion detection. We start from open issues and limitations of actual state-of-the-art proposals, and we derive a suitable architecture that, based on actual, emerging research trends, finally defines an innovative ensemble-based network intrusion detection system that combines following requirements: distribution, cooperativeness, scalability, multi-scale network traffic analysis, feature selection and extraction. These requirements are recognized by our study as first-class research challenges for next-generation intrusion detection systems.

机译：本文提出了用于支持基于自适应集成的入侵检测的分布式框架的结构和主要功能。我们从开放的问题和实际的最新技术提案的局限性入手，并得出一个合适的体系结构，该体系结构基于实际的，正在出现的研究趋势，最终定义了一个创新的，基于集成的网络入侵检测系统，该系统结合了以下要求：分布，协作性，可伸缩性，多规模网络流量分析，功能选择和提取。这些要求被我们的研究确认为下一代入侵检测系统的一流研究挑战。

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《IEEE International Congress on Big Data》|2015年|1910-1916|共7页
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Cuzzocrea Alfredo; Folino Gianluigi; Sabatino Pietro;
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关键词
Ensemble-based Intrusion Detection Systems; Intrusion Detection Systems; Network Intrusion Detection Systems;

机译：基于集成的入侵检测系统;入侵检测系统;网络入侵检测系统;

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专利

1. An ensemble-based evolutionary framework for coping with distributed intrusion detection [J] . Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano Genetic programming and evolvable machines . 2010,第2期

机译：基于集合的进化框架，用于应对分布式入侵检测
2. Ensemble-based semi-supervised learning approach for a distributed intrusion detection system [J] . S. R. Khonde, V. Ulagamuthalvi Journal of Cyber Security Technology . 2019,第3期

机译：基于集成的分布式入侵检测系统半监督学习方法
3. An Ensemble-Based Scalable Approach for Intrusion Detection Using Big Data Framework [J] . Santosh Kumar Sahu, Durga Prasad Mohapatra, Jitendra Kumar Rout, Big Data . 2021,第4期

机译：基于集合的可扩展方法，用于使用大数据框架的入侵检测
4. A Distributed Framework for Supporting Adaptive Ensemble-based Intrusion Detection [C] . Alfredo Cuzzocrea, Gianluigi Folino, Pietro Sabatino IEEE International Conference on Big Data . 2015

机译：用于支持自适应合奏的入侵检测的分布式框架
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 adaptive distributed Intrusion detection system architecture using multi agents [O] . Riyad A. M., M. S. Irfan Ahmed, R. L. Raheemaa Khan 2019

机译：一种使用多代理的自适应分布式入侵检测系统架构
8. Using a Distributed Object-Oriented Database Management System in Support of a High-Speed Network Intrusion Detection System Data Repository [R] . Polk, P. W. 2001

机译：使用分布式面向对象的数据库管理系统支持高速网络入侵检测系统数据存储库

A distributed framework for supporting adaptive ensemble-based intrusion detection

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