Xai-Ids: Towards Proposing an Explainable Artificial Intelligence Framework for Enhancing Network Intrusion Detection Systems

Author:

Arreche Osvaldo,Guntur Tanish,Abdallah Mustafa

Publisher

Elsevier BV

Reference102 articles.

1. Micro Experiments Effect of Feature Normalization: Table 19 shows the effect of feature normalization on DNN, SVM, and RF for all three CICIDS-2017, RoEduNet-SIMARGL2021, and NSL-KDD datasets. We observe that feature normalization yields better accuracy for three datasets. We thus consider feature normalization for all of our AI models' results for XAI-IDS in the paper. Table 19: Effect of feature normalization on performances of AI models for the three datasets in XAI-IDS;AI Model -DNN Acc Prec Rec F1 Bacc Mcc AucRoc CICIDS

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