Machine Learning for Intrusion Detection: Stream Classification Guided by Clustering for Sustainable Security in IoT

Author:

Lopez Martin Manuel1ORCID,Shao Sicong1ORCID,Hariri Salim1ORCID,Salehi Soheil1ORCID

Affiliation:

1. University of Arizona, Tucson, AZ, USA

Funder

Korea Institute for Advancement of Technology (South Korea)

National Science Foundation

Department of Energy/National Nuclear Security Administration

Publisher

ACM

Reference18 articles.

1. Maria Arostegi , Ana I. Torre-Bastida , Jesus L. Lobo , Miren Nekane Bilbao, and Javier Del Ser. 2018. Concept tracking and adaptation for drifting data streams under extreme verification latency. Intelligent Distributed Computing ( 2018 ), 11--25. https://doi.org/10.1007/978-3-319-99626-4_2 10.1007/978-3-319-99626-4_2 Maria Arostegi, Ana I. Torre-Bastida, Jesus L. Lobo, Miren Nekane Bilbao, and Javier Del Ser. 2018. Concept tracking and adaptation for drifting data streams under extreme verification latency. Intelligent Distributed Computing (2018), 11--25. https://doi.org/10.1007/978-3-319-99626-4_2

2. Charan Bandi , Soheil Salehi , Rakibul Hassan , Sai Manoj P D , Houman Homayoun , and Setareh Rafatirad . 2021 . Ontology-Driven Framework for Trend Analysis of Vulnerabilities and Impacts in IoT Hardware. In 2021 IEEE 15th International Conference on Semantic Computing (ICSC). 211--214 . https://doi.org/10.1109/ICSC50631.2021.00045 10.1109/ICSC50631.2021.00045 Charan Bandi, Soheil Salehi, Rakibul Hassan, Sai Manoj P D, Houman Homayoun, and Setareh Rafatirad. 2021. Ontology-Driven Framework for Trend Analysis of Vulnerabilities and Impacts in IoT Hardware. In 2021 IEEE 15th International Conference on Semantic Computing (ICSC). 211--214. https://doi.org/10.1109/ICSC50631.2021.00045

3. ToN_IoT: The Role of Heterogeneity and the Need for Standardization of Features and Attack Types in IoT Network Intrusion Data Sets

4. A study of an incremental spectral meta-learner for nonstationary environments

5. Learning in Nonstationary Environments: A Survey

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