Federated XAI IDS: An Explainable and Safeguarding Privacy Approach to Detect Intrusion Combining Federated Learning and SHAP

Federated XAI IDS: An Explainable and Safeguarding Privacy Approach to Detect Intrusion Combining Federated Learning and SHAP

An intrusion detection system (IDS) is a crucial element in cyber security concerns. IDS is a safeguarding module that is designed to identify unauthorized activities in network environments. The importance of constructing IDSs has never been this significant with the growing number of attacks on ne...

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Bibliographic Details
Main Authors: Kazi Fatema, Samrat Kumar Dey, Mehrin Anannya, Risala Tasin Khan, Mohammad Mamunur Rashid, Chunhua Su, Rashed Mazumder
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Future Internet
Subjects:
cyber security
FedXAIIDS (Federated Explainable IDS)
intrusion detection system (IDS)
XAI (explainable AI)
Shapley additive explanation (SHAP)
ANN
Online Access:https://www.mdpi.com/1999-5903/17/6/234
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