Browsing Computational and Communication Science Engineering by Author "Mbelwa, Jimmy"
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Deep Convolutional Neural Network for Chicken Diseases Detection
Mbelwa, Hope; Machuve, Dina; Mbelwa, Jimmy (International Journal of Advanced Computer Science and Applications, 2021)For many years in the society, farmers rely on experts to diagnose and detect chicken diseases. As a result, farmers lose many domesticated birds due to late diagnoses or lack of reliable experts. With the available ... -
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 ... -
Indicative Factors for SACCOs Failure in Tanzania
Magashi, Cosmas; Sam, Anael; Agbinya, John; Mbelwa, Jimmy (Engineering, Technology & Applied Science Research, 2023-08-09)SACCOs are viewed as a feasible opportunity toward financial inclusion in an economy where most of the citizens are poor, as they are very essential for the socio-economic development of members, the community, and the ... -
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 ...