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A Robust LightGBM-Based Machine Learning Framework for Network Outlier Detection

with Krishna Murari

03 Jul 2026 • Volume 12, Issue 7 • pp. 1-14

DOI: https://doi.org/10.65630/ijrretas.2026.v12i71-14

The growing volume and complexity of network traffic have made manual and signature-based monitoring insufficient for detecting malicious activity. This paper presents a robust machine learning framework, based on the Light Gradient Boosting Machine (LightGBM), for detecting outliers in network traffic data. The fra...