Innocent U. Akwaronwu

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...