报告详情
Implementation of an ICA–PCA Based Framework for Evaluating Cybersecurity Performance and Mitigating DDoS Attacks in Iraqi Universities
编号：123
访问权限：仅限参会人
更新：2026-07-22 16:10:12 浏览：8次
Online
报告开始：2026年07月30日 16:25（Asia/Kolkata）
报告时间：15min
所在会场：[S3] Cyber Security [S3-2] Cyber Security
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摘要
A Distributed Denial of Service (DDoS) attack is one of the most serious issues in academic institutions especially in Iraq where universities use digital services. The current research proposes an ICA–PCA hybrid approach that helps to increase cybersecurity levels by addressing DDoS attacks. This study uses a process involving the collection of traffic in the network, PCA method for data reduction, ICA for feature extraction, classification with Random Forest algorithm, and a Cybersecurity Performance Index (CPI) as a measure of cybersecurity maturity. The proposed approach achieved high classification efficiency and accuracy with rates of 99.3% and 99.1% respectively while the number of false alarms is minimal. The CPI index proved to be an effective measure of cybersecurity maturity level.
关键词
DDoS,Cybersecurity Performance Evaluation,Independent Component Analysis (ICA,Principal Component Analysis (PCA)
报告人
Fatin Hassan
M Sc student Middle Technical University稿件作者
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重要日期
-
会议日期
07月30日
2026
至08月01日
2026
-
07月26日 2026
初稿截稿日期
-
07月30日 2026
注册截止日期
主办单位
The United Societies of Science
承办单位
Kongunadu College of Engineering and Technology
协办单位
IEEE Section
IEEE Madras Section
IEEE Madras Section
联系方式
- ICNCCom 2026
- ic******@usssociety.org
历届会议
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2026年07月30日 印度 Trichy
2026 International Conference on Networks Computers and Communications
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