An adaptive semantic retrieval framework for digital libraries integrating graph neural networks, ontology, and user behavior

Abstract This paper presents a novel approach to knowledge organization and information retrieval in digital libraries through an adaptive semantic retrieval framework that integrates graph neural networks (GNNs), ontological knowledge structures, and user behavior analysis. Traditional knowledge or...

Ausführliche Beschreibung

Bibliografische Detailangaben

1. Verfasser:	Rui Bi
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	Nature Portfolio 2025-11-01
Schriftenreihe:	Scientific Reports
Schlagworte:	Graph neural networks Digital libraries Ontology User behavior analysis Semantic retrieval Knowledge organization systems
Online-Zugang:	https://doi.org/10.1038/s41598-025-24276-1
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