Intrusion detection on internet of vehicles via combining log-ratio oversampling, outlier detection and metric learning
F Jin, M Chen, W Zhang, Y Yuan, S Wang - Information Sciences, 2021 - Elsevier
In recent years, the Internet of vehicles (IoV) technology becomes a research hotspot.
However, it also becomes a hotbed for malicious attacks. In the IoV, frequent data …
However, it also becomes a hotbed for malicious attacks. In the IoV, frequent data …
A hybrid approach toward efficient and accurate intrusion detection for in-vehicle networks
With recent advancements in the automotive world and the introduction of autonomous
vehicles, automotive security has become a real and important issue. Modern vehicles have …
vehicles, automotive security has become a real and important issue. Modern vehicles have …
CANShield: Deep Learning-Based Intrusion Detection Framework for Controller Area Networks at the Signal-Level
Modern vehicles rely on a fleet of electronic control units (ECUs) connected through
controller area network (CAN) buses for critical vehicular control. With the expansion of …
controller area network (CAN) buses for critical vehicular control. With the expansion of …
Addressing the lack of comparability & testing in can intrusion detection research: A comprehensive guide to can ids data & introduction of the road dataset
Although ubiquitous in modern vehicles, Controller Area Networks (CANs) lack basic
security properties and are easily exploitable. A rapidly growing field of CAN security …
security properties and are easily exploitable. A rapidly growing field of CAN security …
Keep the moving vehicle secure: Context-aware intrusion detection system for in-vehicle CAN bus security
S Rajapaksha, H Kalutarage… - … on Cyber Conflict …, 2022 - ieeexplore.ieee.org
The growth of information technologies has driven the development of the transportation
sector, including connected and autonomous vehicles. Due to its communication …
sector, including connected and autonomous vehicles. Due to its communication …
A closer look at auroc and auprc under class imbalance
In machine learning (ML), a widespread adage is that the area under the precision-recall
curve (AUPRC) is a superior metric for model comparison to the area under the receiver …
curve (AUPRC) is a superior metric for model comparison to the area under the receiver …
Benchmarking frameworks and comparative studies of Controller Area Network (CAN) intrusion detection systems: A review
The development of intrusion detection systems (IDS) for the in-vehicle Controller Area
Network (CAN) bus is one of the main efforts being taken to secure the in-vehicle network …
Network (CAN) bus is one of the main efforts being taken to secure the in-vehicle network …
A comprehensive guide to CAN IDS data and introduction of the ROAD dataset
Although ubiquitous in modern vehicles, Controller Area Networks (CANs) lack basic
security properties and are easily exploitable. A rapidly growing field of CAN security …
security properties and are easily exploitable. A rapidly growing field of CAN security …
[HTML][HTML] Outlier Detection in Streaming Data for Telecommunications and Industrial Applications: A Survey
Streaming data are present all around us. From traditional radio systems streaming audio to
today's connected end-user devices constantly sending information or accessing services …
today's connected end-user devices constantly sending information or accessing services …
Detecting can masquerade attacks with signal clustering similarity
Vehicular Controller Area Networks (CANs) are susceptible to cyber attacks of different
levels of sophistication. Fabrication attacks are the easiest to administer--an adversary …
levels of sophistication. Fabrication attacks are the easiest to administer--an adversary …