Journal Article: International Journal of Information Technology
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Updated
Jun 27, 2023 - Jupyter Notebook
Journal Article: International Journal of Information Technology
Intrusion Detection with ML: CICIDS-2017 → Preprocessing → XGBoost → PCA → Real-Time Power BI Dashboards
This research proposes a hybrid approach using Principal Component Analysis (PCA) for dimensionality reduction and Support Vector Machines (SVM) for classification. The goal is to optimize the trade-off between detection accuracy and computational efficiency, making real-time detection feasible on resource-constrained environments.
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