Internet of Things (IoT) security dataset evolution: Challenges and future directions

Barjinder Kaur, Sajjad Dadkhah, Farzaneh Shoeleh, Euclides Carlos Pinto Neto, Pulei Xiong, Shahrear Iqbal, Philippe Lamontagne, Suprio Ray, Ali A. Ghorbani

Abstract: Highlights•A comparative study of IoT datasets used for different Ml model training;•Comparison of attacks, datasets and algorithms for protecting IoT devices;•Proposing a taxonomy with respect to various IoT attacks;•Identification of potential features to detect different attack types;•Research directions for building a robust IoT intrusion detection system.