Applying one-class algorithms for data stream-based insider threat detection

RB Peccatiello, JJC Gondim, LPF Garcia - IEEE Access, 2023 - ieeexplore.ieee.org
An insider threat is anyone who has legitimate access to a particular organization's network
and uses that access to harm that organization. Insider threats may act with or without intent …

Learning with concept drift detection based on sub-concepts from k time sub windows

L Liu, N Japkowicz, D Tao, Z Liu - Journal of Internet Technology, 2020 - jit.ndhu.edu.tw
Abstract Concept drift detection has attracted much interest recently, due to its pervasive
nature in the massive amount of streaming data available for analysis. Traditional concept …

Avae: adversarial neural network for self-representation in one class classification

X Zhou, H Chen, L Yan, Y Xu… - 2019 IEEE 5th International …, 2019 - ieeexplore.ieee.org
To address the bottleneck of machine learning algorithms in one class classification (OCC),
we present an end-to-end deep learning model for OCC. The basic idea is that our model is …