Taxonomy and challenges in machine learning-based approaches to detect attacks in the internet of things

作者: Omair Faraj , David Megías , Abdel-Mehsen Ahmad , Joaquin Garcia-Alfaro

DOI: 10.1145/3407023.3407048

关键词:

摘要: The insecure growth of Internet-of-Things (IoT) can threaten its promising benefits to our daily life activities. Weak designs, low computational capabilities, and faulty protocol implementations are just a few examples that explain why IoT devices nowadays highly prone cyber-attacks. In this survey paper, we review approaches addressing problem. We focus on machine learning-based solutions as representative trend in the related literature. classify Machine Learning (ML)-based techniques suitable for construction Intrusion Detection Systems (IDS) IoT. contribute with detailed classification each approach based own taxonomy. Open issues research challenges also discussed provided.

参考文章(72)
Hung-Jen Liao, Chun-Hung Richard Lin, Ying-Chih Lin, Kuang-Yuan Tung, Review: Intrusion detection system: A comprehensive review Journal of Network and Computer Applications. ,vol. 36, pp. 16- 24 ,(2013) , 10.1016/J.JNCA.2012.09.004
Nizar Kheir, Gregory Blanc, Hervé Debar, Joaquin Garcia-Alfaro, Dingqi Yang, Automated Classification of C&C Connections Through Malware URL Clustering information security conference. pp. 252- 266 ,(2015) , 10.1007/978-3-319-18467-8_17
Christian Cervantes, Diego Poplade, Michele Nogueira, Aldri Luiz dos Santos, Detection of sinkhole attacks for supporting secure routing on 6LoWPAN for Internet of Things integrated network management. pp. 606- 611 ,(2015) , 10.1109/INM.2015.7140344
Shahid Raza, Linus Wallgren, Thiemo Voigt, SVELTE: Real-time intrusion detection in the Internet of Things ad hoc networks. ,vol. 11, pp. 2661- 2674 ,(2013) , 10.1016/J.ADHOC.2013.04.014
Xi Shi, Di Xiao, A reversible watermarking authentication scheme for wireless sensor networks Information Sciences. ,vol. 240, pp. 173- 183 ,(2013) , 10.1016/J.INS.2013.03.031
Ahmed Patel, Qais Qassim, Christopher Wills, A survey of intrusion detection and prevention systems Information Management & Computer Security. ,vol. 18, pp. 277- 290 ,(2010) , 10.1108/09685221011079199
Wei Zhang, Yonghe Liu, Sajal K. Das, Pradip De, Fast track article: Secure data aggregation in wireless sensor networks: A watermark based authentication supportive approach Pervasive and Mobile Computing. ,vol. 4, pp. 658- 680 ,(2008) , 10.1016/J.PMCJ.2008.05.005
Kelton AP Costa, Luis AM Pereira, Rodrigo YM Nakamura, Clayton R Pereira, João P Papa, Alexandre Xavier Falcão, None, A nature-inspired approach to speed up optimum-path forest clustering and its application to intrusion detection in computer networks Information Sciences. ,vol. 294, pp. 95- 108 ,(2015) , 10.1016/J.INS.2014.09.025