Collaborative Learning for Cyberattack Detection in Blockchain Networks

no code implementations • 21 Mar 2022 • Tran Viet Khoa, Do Hai Son, Dinh Thai Hoang, Nguyen Linh Trung, Tran Thi Thuy Quynh, Diep N. Nguyen, Nguyen Viet Ha, Eryk Dutkiewicz

This blockchain network will serve two purposes, i. e., to generate the real traffic data (including both normal data and attack data) for our learning models and to implement real-time experiments to evaluate the performance of our proposed intrusion detection framework.

Intrusion Detection

Deep Transfer Learning: A Novel Collaborative Learning Model for Cyberattack Detection Systems in IoT Networks

no code implementations • 2 Dec 2021 • Tran Viet Khoa, Dinh Thai Hoang, Nguyen Linh Trung, Cong T. Nguyen, Tran Thi Thuy Quynh, Diep N. Nguyen, Nguyen Viet Ha, Eryk Dutkiewicz

Challenges in implementation of FL in such systems include unavailability of labeled data and dissimilarity of data features in different IoT networks.

Federated Learning Intrusion Detection +1