Multidimensional Modelling in NoSQL Database : A Systematic Review

Leandro M. Ferreira, S. N. Alves-Souza, Luciana Maria da Silva
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引用次数: 0

Abstract

NoSQL Database Manager Systems (DBMS) are an alternative to analytical systems and have been used in this regard. As analytical systems often use data multidimensional modelling, the question arises of how to apply this modelling to NoSQL DBMS, which has such differentiated physical characteristics of relational databases. A systematic literature review (SLR) is performed to gather the aspects prompting the application of multidimensional modelling to NoSQL. One hundred twelve were pre-selected, and 67 were classified as relevant according to the research questions defined for this SLR. Three main approaches are highlighted: classical multidimensional modelling, multidimensional modelling with junctions of aggregated facts and dimensions in a single entity, and multidimensional modelling with aggregated facts and dimensions in a single entity, and adding pre-computed summaries. These approaches are explained, and their differences and similarities are detailed.
NoSQL数据库中的多维建模:系统综述
NoSQL数据库管理系统(DBMS)是分析系统的另一种选择,并已用于这方面。由于分析系统经常使用数据多维建模,因此出现了如何将这种建模应用于具有关系数据库不同物理特征的NoSQL DBMS的问题。通过系统的文献综述(SLR),收集了促使多维建模在NoSQL中应用的方面。120个是预先选择的,67个是根据为这个单反定义的研究问题分类为相关的。强调了三种主要方法:经典多维建模、单个实体中聚合事实和维度连接的多维建模、单个实体中聚合事实和维度的多维建模以及添加预先计算的摘要。对这些方法进行了解释,并详细分析了它们的异同。
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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