nkoro/shap_marine_ids

An explainable Network Intrusion detection model with SHAP explainability

SHAP based IDS for Marine security

This repository provides An explainable Network Intrusion detection model with SHAP explainability for a tree based IDS model using the SHAP method. Full code is provided in the uploaded files.

Drawn inspiration can be gained as well from the following authors if youre interested in SHAP explainability: References:

a) L. S. Shapley and M. Shubik, “The assignment game i: The core,” International Journal of game theory, vol. 1, no. 1, pp. 111–130, 1971.

b) C. I. Nwakanma, L. A. C. Ahakonye, J. N. Njoku, J. C. Odirichukwu, S. A. Okolie, C. Uzondu, C. C. Ndubuisi Nweke, and D.-S. Kim, “Explainable artificial intelligence (xai) for intrusion detection and mitigation in intelligent connected vehicles: A review,” Applied Sciences, vol. 13, no. 3, 2023. [Online]. Available: https: //www.mdpi.com/2076-3417/13/3/1252 [8] T. Hou, H. Xing, X. Liang, X. Su, and