Timespan-aware dynamic knowledge graph embedding by incorporating temporal evolution

• Main Authors: Tang, Xiaoli, Yuan, Rui, Li, Qianyu, Wang, Tengyun, Yang, Haizhi, Cai, Yundong, Song, Hengjie
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2021
• Subjects: Engineering::Computer science and engineering; Knowledge Graph Embedding; Gated Recurrent Units
• Online Access: https://hdl.handle.net/10356/145797
• Institution: Nanyang Technological University

Recently, Knowledge Graph Embedding (KGE) has attracted considerable research efforts, since it simplifies the manipulation while preserving the inherent structure of the KG. However to some extent, most existing KGE approaches ignore the historical changes of structural information involved in dyna...