论文标题

重复检测作为服务

Duplicate Detection as a Service

论文作者

Opdenplatz, Juliette, Şimşek, Umutcan, Fensel, Dieter

论文摘要

知识图的完整性是重要的质量维度,也是对使用IT的应用程序表现良好的因素。通过执行知识丰富,可以改善完整性。重复的检测旨在在知识图的实例之间找到身份联系,并且是知识丰富的基本子任务。当前解决问题的解决方案需要对工具的专家知识及其应用的知识图。用户可能没有这种专家知识。我们介绍了基于服务的重复检测任务的方法,该方法提供了一种易于使用的无代码解决方案,该解决方案仍然与最先进的方法竞争,并且最近在工业环境中被采用。评估将基于几种常用的测试方案。

Completeness of a knowledge graph is an important quality dimension and factor on how well an application that makes use of it performs. Completeness can be improved by performing knowledge enrichment. Duplicate detection aims to find identity links between the instances of knowledge graphs and is a fundamental subtask of knowledge enrichment. Current solutions to the problem require expert knowledge of the tool and the knowledge graph they are applied to. Users might not have this expert knowledge. We present our service-based approach to the duplicate detection task that provides an easy-to-use no-code solution that is still competitive with the state-of-the-art and has recently been adopted in an industrial context. The evaluation will be based on several frequently used test scenarios.

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