An intrusion detection system based on stacked ensemble learning for IoT network

LightGBM: A Highly Efficient Gradient Boosting Decision Tree

Guolin Ke, Qi Meng, Thomas Finley et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2017 · 9.5K citations · Full text

Computing, Computer Science, Data Mining +16

The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

Davide Chicco, Giuseppe Jurman · BMC Genomics · 2020 · 5.8K citations · Full text

Computing, Computer Science, Data Analytics +12

N-BaIoT—Network-Based Detection of IoT Botnet Attacks Using Deep Autoencoders

IEEE Pervasive Computing · 2018 · 1.4K citations · Full text

Computing, Computer Science, Cybersecurity +15

The impact of class imbalance in classification performance metrics based on the binary confusion matrix

Amalia Luque Sendra, Alejandro Carrasco, Ana de las Heras · Pattern Recognition · 2019 · 1.1K citations · Full text

Computing, Computer Science, Machine Learning +11

A Supervised Intrusion Detection System for Smart Home IoT Devices

Eirini Anthi, Lowri Williams, Malgorzata Slowinska et al. · IEEE Internet of Things Journal · 2019 · 581 citations

Computing, Computer Science, Cybersecurity +16