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

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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Bibliographic Details
Main Authors: Sajal Saha, Anwar Haque, Greg Sidebottom
Format: Article
Language:English
Published: MDPI AG 2024-03-01
Series:Sensors
Subjects:
anomaly detection
gradient boosting
gradient descent
traffic forecast
traffic prediction
machine learning
Online Access:https://www.mdpi.com/1424-8220/24/6/1871

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