Locality-aware subgraphs for inductive link prediction in knowledge graphs

Hebatallah A. Mohamed,Diego Pilutti,Stuart James,Alessio Del Bue,Marcello Pelillo,Sebastiano Vascon

Pattern Recognition Letters（2023）

引用 4|浏览56

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摘要

•A novel strategy for inductive link prediction.•Reasoning over locally-aware subgraphs using a PPR-based local clustering technique.•Studying the relation between graph properties and the performance of link prediction.•Outperforming state-of-the-art models on three benchmark datasets.

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关键词

Knowledge graphs,Inductive link prediction,Graph neural networks,Local clustering,Personalized PageRank

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