Distributed Core Network Traffic Prediction Architecture Based on Vertical Federated Learning

• Published in: Proceedings of the 13th International Conference on Computer Engineering and Networks Vol. 1127; pp. 230 - 237
• Main Authors: Li, Pengyu, Guo, Chengwei, Xing, Yanxia, Shi, Yingji, Feng, Lei, Zhou, Fanqin
• Format: Book Chapter
• Language: English
• Published: Singapore Springer Nature Singapore 01.01.2024; Springer Singapore Pte. Limited
• Series: Lecture Notes in Electrical Engineering
• Subjects: Core network; Federated learning; Split learning; Traffic prediction

Network traffic prediction has always been an important research topic, frequently employed in intelligent network operations for load awareness, re-source management, and predictive control. Most existing methods adopt a centralized training and deployment approach, neglecting the involvement of mu...