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S. Muthukumar

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Open access Aug 2026

Enhancing SQL Injection Detection: A Machine Learning Approach Using Network Flow Data

A flow-based detection method, making use of lightweight protocols like NetFlow and sFlow to identify SQLI attacks, which minimizes the need for computationally expensive packet inspection, which is going to render the process of detection more trustworthy and economical, particularly within high-traffic conditions.

P. Vinoth, K. Sudar, S. Muthukumar · 0 citations

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