FOCC: A Synthetically Balanced Federated One-Class-Classification for Cyber Threat Intelligence in Software Defined Networking

FOCC: A Synthetically Balanced Federated One-Class-Classification for Cyber Threat Intelligence in Software Defined Networking

Federated Learning offers a promising approach for building Cyber Threat Intelligence (CTI) by utilizing cross-domain data in Software Defined Networking (SDN) while addressing privacy concerns. However, as sixth-generation (6G) systems evolve with heterogeneous characteristics, the training data ac...

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Bibliographic Details
Main Authors: Syed Hussain Ali Kazmi, Faizan Qamar, Rosilah Hassan, Kashif Nisar
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Open Journal of the Computer Society
Subjects:
Multiclassification
non-IID data
6G
SDN
threat intelligence
autoencoders
Online Access:https://ieeexplore.ieee.org/document/10989587/
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