articleQatar University QSpace (Qatar University)Apr 21, 2022Closed access

A Survey of Machine and Deep Learning Methods for Internet of Things (IoT) Security

MAMohammed Ali Al-GaradiAMAmr MohamedAAAbdulla Al‐AliXDXiaojiang DuIAIhsan Ali

Qatar University · Temple University · +1 more institution

Abstract

The Internet of Things (IoT) integrates billions of smart devices that can communicate with one another with minimal human intervention. IoT is one of the fastest developing fields in the history of computing, with an estimated 50 billion devices by the end of 2020. However, the crosscutting nature of IoT systems and the multidisciplinary components involved in the deployment of such systems have introduced new security challenges. Implementing security measures, such as encryption, authentication, access control, network and application security for IoT devices and their inherent vulnerabilities is ineffective. Therefore, existing security methods should be enhanced to effectively secure the IoT ecosystem.…

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1,215
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127.37
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100%
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Authors

6

Topics & keywords

Topics
Keywords
  • Computer science
  • Computer security
  • Internet of Things
  • Software deployment
  • Attack surface
  • Authentication (law)
  • Encryption
  • Software engineering
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