Unified representation and scoring framework for anomaly detection in attributed networks with emphasis on structural consistency and attribute integrity

Abstract Anomaly detection in attributed networks has attracted considerable interest owing to its applications in security, fraud detection, and system monitoring. These networks pose unique challenges as anomalies may arise from either structural irregularities or inconsistencies in node attribute...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Wasim Khan, Nadhem Ebrahim, Mohammed Alsaadi, Mourad Elloumi
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-10-01
Subjects:	Attributed graphs Anomaly detection Graph representation learning Community detection Node embedding Structural and attribute fusion
Online Access:	https://doi.org/10.1038/s41598-025-19650-y