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8c2ad9a · Jun 28, 2024

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LTN

LTN for Knowledge-aware Intrusion Detection

This directory contains the code related to experiment 1.

How to run:

  1. Install the required packages
  2. Open and run the jupiter notebook intrusion_detection.ipynb

Citations

The dataset IDS2017_subset.csv is created from the Intrusion detection evaluation dataset - CICIDS2017

Iman Sharafaldin, Arash Habibi Lashkari, and Ali A. Ghorbani, “Toward Generating a New Intrusion Detection Dataset and Intrusion Traffic Characterization”, 4th International Conference on Information Systems Security and Privacy (ICISSP), Portugal, January 2018

The LTN implementation Intrusion_detection.ipynb is based on an example implementation from logictensornetworks

Badreddine, Samy, Artur d'Avila Garcez, Luciano Serafini, and Michael Spranger. "Logic tensor networks." Artificial Intelligence 303 (2022): 103649