Nowadays, the Internet of Things (IoT) concept plays a pivotal role in society and brings new capabilities to different industries. The number of IoT solutions in areas such as transportation and healthcare is increasing and new services are under development. In the last decade, society has ...
This dataset presents such challenges as highly skewed classes, missing values and the need to distill significant features from raw network traffic logs. Our aim is to provide a comprehensive framework for feature engineering on the CIC IOT Dataset 2023. As such, it can be considered as an ...
Advanced Ensemble Techniques for IoT Cybersecurity: A Performance Comparison on the CICIoT2023 DatasetHora, Simran Kaurenys, AntanasGoranin, NikolajVilnius University Proceedings
Central emphasis is placed on the thorough examination of the CIC-IoT2023 dataset, an extensive collection comprising a wide range of Distributed Denial of Service (DDoS) assaults on diverse IoT devices. This ensures the utilization of a practical and comprehensive benchmark for assessment. This ...
We perform, document, and collect data from 33 attacks divided into 7 classes against IoT devices and demonstrated how they can be reproduced; We evaluate the performance of machine and deep learning algorithms using the CICIoT2023 dataset to classify and detect IoT network traffic as malicious or...
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