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What is Event Knowledge Graph: A Survey

Saiping Guan, Xueqi Cheng, Long Bai, Fujun Zhang, Zixuan Li, Yutao Zeng, Xiaolong Jin, Jiafeng Guo

2022IEEE Transactions on Knowledge and Data Engineering71 citationsDOI

Abstract

Besides entity-centric knowledge, usually organized as Knowledge Graph (KG), events are also an essential kind of knowledge in the world, which trigger the spring up of event-centric knowledge representation form like Event KG (EKG). It plays an increasingly important role in many downstream applications, such as search, question-answering, recommendation, financial quantitative investments, and text generation. This paper provides a comprehensive survey of EKG from history, ontology, instance, and application views. Specifically, to characterize EKG thoroughly, we focus on its history, definitions, schema induction, acquisition, related representative graphs/systems, and applications. The development processes and trends are studied therein. We further summarize prospective directions to facilitate future research on EKG.

Topics & Concepts

Computer scienceKnowledge graphData scienceOntologySchema (genetic algorithms)Knowledge representation and reasoningGraphEvent (particle physics)Knowledge acquisitionKnowledge extractionInformation retrievalData miningKnowledge managementArtificial intelligenceTheoretical computer sciencePhilosophyPhysicsQuantum mechanicsEpistemologyTopic ModelingSemantic Web and OntologiesAdvanced Graph Neural Networks
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