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Mohammed Aqeel Ismail

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Open access Jul 2026

Machine Learning-Based Mobile Traffic Classification for QoS-Oriented Network Management

Although the experiments were conducted using a pre-5G mobile traffic dataset, the results demonstrate that supervised machine learning can effectively classify encrypted mobile application traffic and provide a practical foundation for application-aware QoS policy enforcement in future 5G and next-generation mobile networks.

Mohammed Aqeel Ismail, Okuthe P. Kogeda · De Computis · 0 citations