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首页> 外文期刊>Bulletin of the Polish Academy of Sciences. Technical Sciences >Formal approach to modelling a multiversion data warehouse
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Formal approach to modelling a multiversion data warehouse

机译:建模多版本数据仓库的正式方法

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A data warehouse (DW)is a large centralized database that stores data integrated from multiple,usually heterogeneous external data sources (EDSs).DW content is processed by so called On-Line Analytical Processing applications,that analyze business trends,discover anomalies and hidden dependencies between data.These applications are part of decision support systems.EDSs constantly change their content and often change their structures.These changes have to be propagated into a DW,causing its evolution.The propagation of content changes is implemented by means of materialized views.Whereas the propagation of structural changes is mainly based on temporal extensions and schema evolution,that limits the application of these techniques.Our approach to handling the evolution of a DW is based on schema and data versioning.This mechanism is the core of,so called,a multiversion data warehouse.A multiversion DW is composed of the set of its versions.A single DW version is in turn composed of a schema version and the set of data described by this schema version.Every DW version stores a DW state which is valid within a certain time period.In this paper we present:(1)a formal model of a multiversion data warehouse,(2)the set of operators with their formal semantics that support a DW evolution,(3)the impact analysis of the operators on DW data and user analytical queries.The presented formal model was a basis for implementing a multiversion DW prototype system.
机译:数据仓库(DW)是一个大型的集中式数据库,用于存储从多个通常是异构的外部数据源(EDS)集成的数据。DW内容由所谓的在线分析处理应用程序处理,该应用程序分析业务趋势,发现异常和隐藏数据之间的依赖关系。这些应用程序是决策支持系统的一部分.EDS不断更改其内容并经常更改其结构。这些更改必须传播到DW中,以使其不断发展。内容更改的传播是通过实例化视图实现的结构更改的传播主要基于时间扩展和模式演化,这限制了这些技术的应用。我们处理DW演化的方法是基于模式和数据版本控制。此机制是这种机制的核心,因此称为多版本数据仓库。多版本DW由其版本集组成。单个DW版本又由以下版本组成: chema版本和由该模式版本描述的数据集。每个DW版本都存储在特定时间段内有效的DW状态。在本文中,我们提出:(1)多版本数据仓库的正式模型,(2) (3)对运营商对DW数据和用户分析查询的影响进行分析。提出的形式化模型是实现多版本DW原型系统的基础。

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