Core network traffic prediction based on vertical federated learning and split learning

Abstract Wireless traffic prediction is vital for intelligent cellular network operations, such as load-aware resource management and predictive control. Traditional centralized training addresses this but poses issues like excessive data transmission, disregarding delays, and user privacy. Traditio...

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Bibliographic Details
Main Authors: Pengyu Li, Chengwei Guo, Yanxia Xing, Yingji Shi, Lei Feng, Fanqin Zhou
Format: Article
Language:English
Published: Nature Portfolio 2024-02-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-53193-y