了解时空分析程序是否适用于数据集

S. Scheider, Martin Tomko
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引用次数: 17

摘要

©2016作者和IOS出版社。数据分析师如何识别适合其任务的时空数据集?回答这个问题不仅取决于分析的目的和数据的语义内容,还取决于所需要的数据组合和转换、时空分析方法、图表和地图可视化是否有意义地适用于数据。操作人员需要评估他们是否能够有意义地将分析操作应用于数据以获得所需的信息。以一种通用的、可计算执行的方式回答这个问题,是我们支持数据分析师及其在e-Science中的研究实践的关键一步。我们提出了一种时空信息的本体设计模式,该模式能够推断与给定数据相关的一些基本分析类别的适用性,即数据集是否可以比较、转换、组合,以及是否可以将汇总统计应用于它们。我们通过将一组相应的SPARQL查询应用于来自AURIN门户的数据集的元数据来演示在OWL中实现的这个本体。
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Knowing Whether Spatio-Temporal Analysis Procedures Are Applicable to Datasets
© 2016 The authors and IOS Press.How can data analysts identify spatio-temporal datasets that are suitable for their task? Answering this question is not only dependent on the aim of the analysis and the semantic contents of the data, but also on knowing whether the required data combinations and transformations, spatio-temporal analysis methods, charts and map visualizations are meaningfully applicable to the data. Operators need to assess whether they can meaningfully apply analytical operations to data to derive the information required. Answering this question in a general and computationally executable way is a crucial step on our way towards supporting data analysts and their research practice in e-Science. We propose an ontology design pattern for spatio-temporal information that enables to reason about the applicability of a number of fundamental classes of analyses in relation to given data, i.e., whether data sets can be compared, transformed, combined, and whether summary statistics can be applied to them. We demonstrate this ontology implemented in OWL through a set of corresponding SPARQL queries applied to meta-data of datasets from the AURIN portal.
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