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Machine learning and soft computing for ICT security: an overview of current trends

机译:用于ICT安全的机器学习和软计算:当前趋势概述

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摘要

In the last years, people have been seeing the pervasive use of computer, communication technology and Internet, e.g., e-mail, online shopping, banking, gaming, Internet telephony, streaming. Unfortunately, the reliability of the Internet and its services, and in general Information and Communication Technology (ICT) devices, is undermined by insecurity issues. On the other hand, machine learning and soft computing techniques have been widely applied to disparate fields, becoming, in several cases, the leading technology. The aim of the work is to investigate the trends of the machine learning (ML) and soft computing (SC) methodologies for ICT security. In particular, it overviews ML and SC applications for three hot topics in ICT security: password-based schemes for access control, intrusion detection and spam filtering.
机译:在过去的几年中,人们已经看到计算机,通信技术和互联网的广泛使用,例如电子邮件,在线购物,银行,游戏,互联网电话,流媒体。不幸的是,不安全问题削弱了Internet及其服务以及一般信息和通信技术(ICT)设备的可靠性。另一方面,机器学习和软计算技术已广泛应用于各个领域,在某些情况下成为领先技术。这项工作的目的是研究用于ICT安全的机器学习(ML)和软计算(SC)方法的趋势。特别是,它概述了ICT安全中三个热门主题的ML和SC应用程序:用于访问控制,入侵检测和垃圾邮件过滤的基于密码的方案。

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