Natural language reporting for ETL processes

A. Simitsis, Dimitrios Skoutas, M. Castellanos
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引用次数: 25

Abstract

The conceptual design of the Extract -- Transform -- Load (ETL) processes is a crucial, burdensome, and challenging procedure that takes places at the early phases of a Data Warehouse project. Several models have been proposed for the conceptual design and representation of ETL processes, but all share two inconveniences: they require intensive human effort from the designers to create them, as well as technical knowledge from the business people to understand them. In a previous work, we have relaxed the former difficulty by working on the automation of the conceptual design leveraging Semantic Web technology. In this paper, we built upon our previous results and we tackle the second issue by investigating the application of natural language generation techniques to the ETL environment. In particular, we provide a method for the representation of a conceptual ETL design as a narrative, which is the most natural means of communication and does not require knowledge of any specific model. We discuss how linguistic techniques can be used for the establishment of a common application vocabulary. Finally, we present a flexible and customizable template-based mechanism for generating natural language representations for the ETL process requirements and operations.
用于ETL过程的自然语言报告
提取—转换—加载(ETL)过程的概念设计是发生在数据仓库项目早期阶段的一个关键、繁重且具有挑战性的过程。已经为ETL过程的概念设计和表示提出了几个模型,但是它们都有两个缺点:它们需要设计者投入大量的人力来创建它们,并且需要业务人员的技术知识来理解它们。在之前的工作中,我们通过利用语义Web技术进行概念设计的自动化来缓解前面的困难。在本文中,我们以之前的结果为基础,通过研究自然语言生成技术在ETL环境中的应用来解决第二个问题。特别是,我们提供了一种将概念性ETL设计表示为叙述的方法,这是最自然的交流方式,不需要任何特定模型的知识。我们讨论了如何使用语言技术来建立通用的应用词汇表。最后,我们提出了一种灵活的、可定制的基于模板的机制,用于为ETL过程需求和操作生成自然语言表示。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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