Browsing Computational and Communication Science Engineering by Author "Agbinya, Johnson"
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The Effect of Hyperparameter Optimization on the Estimation of Performance Metrics in Network Traffic Prediction using the Gradient Boosting Machine Model
Mbelwa, Jimmy; Agbinya, Johnson; Mwita, Machoke; Sam, Anael (Engineering, Technology & Applied Science Research (ETASR), 2023-06)Information and Communication Technology (ICT) has changed the way we communicate and access information, resulting in the high generation of heterogeneous data. The amount of network traffic generated constantly increases ... -
Performance Comparison of Ensemble Learning and Supervised Algorithms in Classifying Multi-label Network Traffic Flow
Machoke, Mwita; Mbelwa, Jimmy; Agbinya, Johnson; Sam, Anael (Engineering, Technology & Applied Science Research, 2022-06)Network traffic classification is of significant importance. It helps identify network anomalies and assists in taking measures to avoid them. However, classifying network traffic correctly is a challenging task. This study ...