NOSOLAP: Moving from Data Warehouse Requirements to NoSQL Databases

D. Prakash
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引用次数: 3

Abstract

Typical data warehouse systems are implemented either on a relational database or on a multi-dimensional database. While the former supports ROLAP operations the latter supports MOLAP. We explore a third alternative, that is, to implement a data warehouse on a NoSQL database. For this, we propose rules that help us move from information obtained from data warehouse requirements engineering stage to the logical model of NoSQL databases, giving rise to NOSOLAP (NOSql OLAP). We show the advantages of NOSOLAP over ROLAP and MOLAP. We illustrate our NOSOLAP approach by converting to the logical model of Cassandra and give an example.
NOSOLAP:从数据仓库需求转向NoSQL数据库
典型的数据仓库系统要么在关系数据库上实现,要么在多维数据库上实现。前者支持ROLAP操作,后者支持MOLAP操作。我们将探讨第三种选择,即在NoSQL数据库上实现数据仓库。为此,我们提出了一些规则,帮助我们从数据仓库需求工程阶段获得的信息转移到NoSQL数据库的逻辑模型,从而产生NOSOLAP (NoSQL OLAP)。我们展示了NOSOLAP相对于ROLAP和MOLAP的优势。我们通过转换为Cassandra的逻辑模型来说明我们的NOSOLAP方法,并给出一个示例。
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