activity
20222026
most citedAn Intrusion Detection System based on Deep Belief Networks

69 citations · 109 across the 14 of their papers we have counts for

collaborators
Showing 2022Show all

5 papers · 1 filter

cs.CR2022★ 1 cited

Resource-Interaction Graph: Efficient Graph Representation for Anomaly Detection

James Pope, Jinyuan Liang, Vijay Kumar +13

Security research has concentrated on converting operating system audit logs into suitable graphs, such as provenance graphs, for analysis. However, provenance graphs can grow very…

cs.LG2022★ 2 cited

LE3D: A Lightweight Ensemble Framework of Data Drift Detectors for Resource-Constrained Devices

Ioannis Mavromatis, Adrian Sanchez-Mompo, Francesco Raimondo +8

Data integrity becomes paramount as the number of Internet of Things (IoT) sensor deployments increases. Sensor data can be altered by benign causes or malicious actions. Mechanism…

cs.CV2022★ 13 cited

A Federated Learning-enabled Smart Street Light Monitoring Application: Benefits and Future Challenges

Diya Anand, Ioannis Mavromatis, Pietro Carnelli +1

Data-enabled cities are recently accelerated and enhanced with automated learning for improved Smart Cities applications. In the context of an Internet of Things (IoT) ecosystem, t…

cs.CR2022★ 69 cited

An Intrusion Detection System based on Deep Belief Networks

Othmane Belarbi, Aftab Khan, Pietro Carnelli +1

The rapid growth of connected devices has led to the proliferation of novel cyber-security threats known as zero-day attacks. Traditional behaviour-based IDS rely on DNN to detect…

cs.CV2022★ 10 cited

A Dataset of Images of Public Streetlights with Operational Monitoring using Computer Vision Techniques

Ioannis Mavromatis, Aleksandar Stanoev, Pietro Carnelli +3

A dataset of street light images is presented. Our dataset consists of images, taken from 140 UMBRELLA nodes installed in the South Gloucestershire region in th…