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Research summary and contributions The research presented within this article tries to further improve IoT security by verifying the performance of the hybrid CNN and ELM structure to solve the network attacks classification problem on the relatively novel TON_IoT Windows 7 and Windows 10 datasets (Moustafa et al., 2020), that are considered as benchmarks for determination of the efficiency of the intrusion detection systems.
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