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Bright G. Akwaronwu

Publications (2)

Brute Force Attack Detection in Network Traffic Using Convolutional Neural Networks

Bright G. Akwaronwu, Innocent U. Akwaronwu & Oluwabamise J. Adeniyi · Asian Journal of Research in Computer Science · 2025

Introduction: This study presents a deep learning-based approach for detecting brute force attacks in network traffic using a Convolutional Neural Network (CNN) model. Methodology: Flow-based data from the NF-UQ-NIDS dataset was preprocessed and balanced using the Downsampling an...

Open access Research Article 10.9734/ajrcos/2025/v18i5662

Machine Learning Models for Predicting Parkinson’s Disease Progression Using Longitudinal Data: A Systematic Review

Oluwabamise J. Adeniyi, Folasade Y. Ayankoya, Shade O. Kuyoro, Bright G. Akwaronwu & Ayodeji G. Abiodun · Asian Journal of Research in Computer Science · 2025

This systematic review aims to evaluate the effectiveness of various machine learning models in predicting PD progression using longitudinal data. Despite the increasing use of ML in PD research, gaps remain in understanding the impact of longitudinal data on prediction accuracy...

Open access Research Article 10.9734/ajrcos/2025/v18i3593