Insider Threat Identification Using the Simultaneous Neural Learning of Multi-Source Logs
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2019.2957055
Abstract: Insider threat detection has drawn increasing attention in recent years. In order to capture a malicious insider’s digital footprints that occur scatteredly across a wide range of audit data sources over a long period of… read more here.
Keywords: simultaneous neural; insider threat; threat; threat identification ... See more keywords
GMFITD: Graph Meta-Learning for Effective Few-Shot Insider Threat Detection
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Information Forensics and Security"
DOI: 10.1109/tifs.2024.3430106
Abstract: Insider threats represent a significant challenge in both corporate and governmental sectors. Most existing supervised learning based detection methods that rely on transforming user behavior into sequential data do not fully utilize structural information and… read more here.
Keywords: insider; insider threat; meta learning; threat detection ... See more keywords
AUTH: An Adversarial Autoencoder Based Unsupervised Insider Threat Detection Scheme for Multisource Logs
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2024.3393491
Abstract: Deep learning has shown broad research prospects in addressing insider threats, a serious problem currently facing industrial information systems. Although deep learning is able to capture effective feature representations from complex multidimensional data, there are… read more here.
Keywords: autoencoder; threat; threat detection; insider threat ... See more keywords
Techniques and countermeasures for preventing insider threats
Sign Up to like & getrecommendations! Published in 2022 at "PeerJ Computer Science"
DOI: 10.7717/peerj-cs.938
Abstract: With the wide use of technologies nowadays, various security issues have emerged. Public and private sectors are both spending a large portion of their budget to protect the confidentiality, integrity, and availability of their data… read more here.
Keywords: countermeasures preventing; insider; insider threat; insider threats ... See more keywords