articleIEEE AccessJan 1, 2020GOLD OA

A Survey on Machine Learning Techniques for Cyber Security in the Last Decade

KSKamran ShaukatSLSuhuai LuoVVVijay VaradharajanIAIbrahim A. HameedMXMin Xu

Information Technology University · University of the Punjab · +3 more institutions

Indexed incrossrefdoaj

Abstract

Pervasive growth and usage of the Internet and mobile applications have expanded cyberspace. The cyberspace has become more vulnerable to automated and prolonged cyberattacks. Cyber security techniques provide enhancements in security measures to detect and react against cyberattacks. The previously used security systems are no longer sufficient because cybercriminals are smart enough to evade conventional security systems. Conventional security systems lack efficiency in detecting previously unseen and polymorphic security attacks. Machine learning (ML) techniques are playing a vital role in numerous applications of cyber security. However, despite the ongoing success, there are significant challenges in…

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500
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34.34
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100%
References
673
Citations per year

Authors

5

Topics & keywords

Keywords
  • Cyberspace
  • Computer security
  • Computer science
  • Malware
  • Intrusion detection system
  • Security through obscurity
  • Exploit
  • Security information and event management
UN Sustainable Development Goals
  • Peace, Justice and strong institutions
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