PANC: Prototype Augmented Neighbor Constraint instance completion in knowledge graphs

作者:

Highlights:

• Instance completion task considers the rationality of prediction.

• Rely on prototype for a wider set of reasonable candidates.

• Neighbor aggregation assists to accurately discriminating knowledge triplets.

• Performance of model declines the number of neighbors exceed a threshold.

摘要

•Instance completion task considers the rationality of prediction.•Rely on prototype for a wider set of reasonable candidates.•Neighbor aggregation assists to accurately discriminating knowledge triplets.•Performance of model declines the number of neighbors exceed a threshold.

论文关键词:Knowledge graph,Completion instance,Completion neighbor,Aggregation prototype,Segmentation fuzzy,Clustering

论文评审过程:Author links open overlay panelRuixinMaabEnvelopeYunlongMaabEnvelopeHongyanZhangabBiaoMeiabGuangyueLvabEnvelopeLiangZhaoabPerson1Envelope

论文官网地址:https://doi.org/10.1016/j.eswa.2022.119013