Author

İlker Türker

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#artificial intelligence Preprint Oct 2026

A Multi Method Importance and Performance Efficiency Analysis of Topological Metrics for Natural Visibility Graph Based Cyber Attack Detection

Natural Visibility Graph (NVG) based analysis characterizes network traffic through topological descriptors reflecting different structural properties. However, not all descriptors contribute equally to cyber-attack classification, and extracting a large metric set can increase computational cost. This study evaluates...

Ali Melih Kanca, İlker Türker · 0 citations

#artificial intelligence Preprint Sep 2026

Topological Signatures of Cyber-Attack Classes in Natural Visibility Graph Representations of Network Traffic

Findings indicate that NVG-derived representations can provide strong discriminative capability while revealing class-dependent topological patterns associated with different cyber-attack classes.

Ali Melih Kanca, İlker Türker · 1 citation