3 papers
cs.AI2026
A Quantitative Analysis of Graph Representation Strategies for Cyber Attack Detection
Ali Melih Kanca, Ilker Turker
Graph based cyber attack detection studies employ various graph construction and representation strategies across different cybersecurity application domains. This diversity motiva…
cs.AI2026
A Multi Method Importance and Performance Efficiency Analysis of Topological Metrics for Natural Visibility Graph Based Cyber Attack Detection
Ali Melih Kanca, Ilker Turker
Natural Visibility Graph (NVG) based analysis characterizes network traffic through topological descriptors reflecting different structural properties. However, not all descriptors…
cs.CR2026
Topological Signatures of Cyber-Attack Classes in Natural Visibility Graph Representations of Network Traffic
Ali Melih Kanca, Ilker Turker
Natural Visibility Graph (NVG)-based representations provide a promising approach for capturing structural patterns in sequential network traffic. However, whether different cyber-…