International Journal of Wireless and Ad Hoc Communication IJWAC 2692-4056 10.54216/IJWAC https://www.americaspg.com/journals/show/2779 2019 2019 Information Systems Department, Faculty of computers and Informatics, Zagazig University, Zagazig, Sharqiyah, 44519, Egypt Mahmoud Mahmoud Information Systems Department, Faculty of computers and Informatics, Zagazig University, Zagazig, Sharqiyah, 44519, Egypt Ahmed A. Metwaly The increasing threat landscape of Distributed Denial-of-Service (DDoS) attacks makes network security a major concern. These attacks are a serious challenge to the stability and integrity of digital infrastructures. This research paper is an in-depth study on how to enhance network security through the detection and mitigation of DDoS attacks. The study reviews existing literature on DDoS attack mitigation strategies, emphasizing the evolving nature of these threats and the imperative for robust defense mechanisms. The research uses statistical analysis and logistic regression to provide a detailed methodology for distinguishing DDoS attacks from normal network activities. The results show that logistic regression is an effective classification model, providing insights into improved detection measures. Finally, the study concludes by recommending a multi-faceted approach that combines theoretical insights with empirical validation, highlighting the need for stronger network security measures against DDoS attacks and enhancing digital resilience. 2024 2024 46 52 10.54216/IJWAC.080205 https://www.americaspg.com/articleinfo/20/show/2779