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A Novel Multidimensional Approach to Integrate Big Data in Business Intelligence

机译:在业务智能中集成大数据的新颖多维方法

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摘要

The huge amount of information available and its heterogeneity has surpassed the capacity of current data management technologies. Dealing with huge amounts of structured and unstructured data, often referred as Big Data, is a hot research topic and a technological challenge. In this paper, the authors present an approach aimed to enable OLAP queries over different, heterogeneous, data sources. Their approach is based on a MapReduce paradigm, which integrates different formats into the recent RDF Data Cube format. The benefits of their approach are that it is capable of querying different sources of information, while maintaining at the same time, an integrated, comprehensive view of the data available. The paper discusses the advantages and disadvantages, as well as the implementation challenges that such approach presents. Furthermore, the approach is evaluated in detail by means of a case study.
机译:可用的大量信息及其异构性已经超过了当前数据管理技术的能力。处理大量结构化和非结构化数据(通常称为大数据)是一个热门研究课题,也是一项技术挑战。在本文中,作者提出了一种旨在启用对不同异构数据源的OLAP查询的方法。他们的方法基于MapReduce范例,该范例将不同的格式集成到最新的RDF Data Cube格式中。他们的方法的好处是它能够查询不同的信息源,同时又可以维护可用数据的集成,综合视图。本文讨论了这种方法的优点和缺点以及实现方面的挑战。此外,将通过案例研究对该方法进行详细评估。

著录项

  • 来源
    《Journal of database management》 |2015年第2期|14-31|共18页
  • 作者单位

    Department of Software and Computing Systems, University of Alicante, Alicante, Spain;

    Department of Software and Computing Systems, University of Alicante, Alicante, Spain;

    Department of Software and Computing Systems, University of Alicante, Alicante, Spain;

    Department of Software and Computing Systems, University of Alicante, Alicante, Spain;

    Department of Computing Technology and Data Processing, University of Alicante, Alicante, Spain;

    Department of Software and Computing Systems, University of Alicante, Alicante, Spain;

    Department of Software and Computing Systems, University of Alicante, Alicante, Spain;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Big Data; Business Intelligence; Conceptual models; OLAP cube; RDF/XML;

    机译:大数据;商业智能;概念模型;OLAP多维数据集;RDF / XML;

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