The effect of dataset imbalance on the performance of SCADA intrusion detection systems

A Balla, MH Habaebi, EAA Elsheikh, MR Islam… - Sensors, 2023 - mdpi.com
Integrating IoT devices in SCADA systems has provided efficient and improved data
collection and transmission technologies. This enhancement comes with significant security …

A passive testing approach using a semi-supervised intrusion detection model for SCADA network traffic

H Mühlburger, F Wotawa - 2022 IEEE International Conference …, 2022 - ieeexplore.ieee.org
Worldwide cyber-attacks constantly threaten the security of available infrastructure relying
on cyber-physical systems. Infrastructure companies use passive testing approaches such …

Neural Network Characterization and Entropy Regulated Data Balancing through Principal Component Analysis

D Yevick, K Hutchison - arxiv preprint arxiv:2312.01392, 2023 - arxiv.org
This paper examines the relationship between the behavior of a neural network and the
distribution formed from the projections of the data records into the space spanned by the …