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Multi-Step Internet Traffic Forecasting Models with Variable Forecast Horizons for Proactive Network Management

The ISP (Internet Service Provider) industry relies heavily on internet traffic forecasting (ITF) for long-term business strategy planning and proactive network management. Effective ITF frameworks are necessary to manage these networks and prevent network congestion and over-provisioning. This stud...

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Principais autores: Sajal Saha, Anwar Haque, Greg Sidebottom
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2024-03-01
Serier:Sensors
Fag:
anomaly detection
gradient boosting
gradient descent
traffic forecast
traffic prediction
machine learning
Online adgang:https://www.mdpi.com/1424-8220/24/6/1871
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