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Effective In-vehicle Intrusion Detection via Multi-view Statistical Graph Learning on CAN Messages (arXiv:2311.07056)

Python 100.00%
can-bus-security graph-learning-from-data in-vehicle-security intrusion-detection-system

statgraph's Introduction

StatGraph

StatGraph is multi-view statistical graph learning model for effective and fined-grained in-vehicle network intrusion detection. With high-performance operation efficiency, StatGraph is well adapted to the vehicle environment and protects the security of the in-vehicle CAN bus.

You can see the details in our paper Effective In-vehicle Intrusion Detection via Multi-view Statistical Graph Learning on CAN Messages. (arXiv:2311.07056)

We provide three folders: the "Dataset" folder for the raw data, the "StatGraph-CarHacking" folder and the "StatGraph-ROAD" folder for the data processing code and the neural network related code.

Please execute the code in each "dataprocess" folder inside each "StatGraph-" folder to generate data that can be fed into the neural network, before running the code in "ModelAdapting/run" folder.

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