A Survey on Knowledge Graphs: Representation, Acquisition, and Applications

Human knowledge provides a formal understanding of the world. Knowledge graphs that represent structural relations between entities have become an increasingly popular research direction toward cognition and human-level intelligence. In this survey, we provide a comprehensive review of the knowledge...

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Veröffentlicht in:	IEEE transaction on neural networks and learning systems 2022-02, Vol.33 (2), p.494-514
Hauptverfasser:	Ji, Shaoxiong, Pan, Shirui, Cambria, Erik, Marttinen, Pekka, Yu, Philip S.
Format:	Artikel
Sprache:	eng
Schlagworte:	Cognition Deep learning Embedding Extraterrestrial measurements Graph representations Graphical representations Graphs Intelligence Knowledge acquisition Knowledge based systems knowledge graph knowledge graph completion (KGC) Knowledge representation Learning Polls & surveys Reasoning relation extraction representation learning Semantics Task analysis Taxonomy
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