Multi-Step Internet Traffic Forecasting Models with Variable Forecast Horizons for Proactive Network Management
Sajal Saha,
Anwar Haque,
Greg Sidebottom
Abstract: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 study introduces an ITF model designed for proactive network management. It innovatively combines outlier detection and mitigation techniques with advanced gradient descent and boosting algorithms, including Gradient Bo… Show more
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