Discovering informative connection subgraphs in multi-relational graphs

作者: Cartic Ramakrishnan , William H Milnor , Matthew Perry , Amit P Sheth , None

DOI: 10.1145/1117454.1117462

关键词: Of the formHeuristicsPath (graph theory)Computer scienceRDF SchemaInformation retrievalWeightingRDFRanking (information retrieval)Indifference graph

摘要: Discovering patterns in graphs has long been an area of interest. In most approaches to such pattern discovery either quantitative anomalies, frequency substructure or maximum flow is used measure the interestingness a pattern. this paper we introduce heuristics that guide subgraph algorithm away from banal paths towards more "informative" ones. Given RDF graph user might pose question form: "What are relevant ways which entity X related Y?" response connecting Y. We use our discover informative subgraphs within graphs. Our based on weighting mechanisms derived edge semantics suggested by schema. present analysis quality generated with respect path ranking metrics. then conclude presenting intuitions about schemes and produce higher subgraphs.

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