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RODI: A Benchmark for Automatic Mapping Generation in Relational-to-Ontology Data Integration

机译:RODI:关系到本体数据集成中自动映射生成的基准

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摘要

A major challenge in information management today is the integration of huge amounts of data distributed across multiple data sources. A suggested approach to this problem is ontology-based data integration where legacy data systems axe integrated via a common ontology that represents a unified global view over all data sources. However, data is often not natively born using these ontologies. Instead, much data resides in legacy relational databases. Therefore, mappings that relate the legacy relational data sources to the ontology need to be constructed. Recent techniques and systems that automatically construct such mappings have been developed. The quality metrics of these systems are, however, often only based on self-designed benchmarks. This paper introduces a new publicly available benchmarking suite called RODI, which is designed to cover a wide range of mapping challenges in Relational-to-Ontology Data Integration scenarios. RODI provides a set of different relational data sources and ontologies (representing a wide range of mapping challenges) as well as a scoring function with which the performance of relational-to-ontology mapping construction systems may be evaluated.
机译:当今信息管理的主要挑战是集成分布在多个数据源中的大量数据。解决此问题的一种建议方法是基于本体的数据集成,其中旧数据系统通过通用本体进行集成,该通用本体表示所有数据源的统一全局视图。但是,数据通常不是使用这些本体在本地生成的。相反,许多数据驻留在旧的关系数据库中。因此,需要构建将遗留关系数据源与本体相关联的映射。已经开发了自动构造这种映射的最新技术和系统。但是,这些系统的质量指标通常仅基于自行设计的基准。本文介绍了一个称为RODI的新的公开基准测试套件,该套件旨在解决关系到本体数据集成方案中的各种映射挑战。 RODI提供了一组不同的关系数据源和本体(代表了广泛的映射挑战)以及评分功能,通过该评分功能可以评估关系到本体的映射构建系统的性能。

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