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Domain/Mapping Model: A Novel Data Warehouse Data Mode

机译:域/映射模型:一种新颖的数据仓库数据模式

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In order for a data warehouse to be able to adequately fulfill its integrative and historical purpose, its data model must enable the appropriate and consistent representation of the different states of a system. In effect, a DW data model, representing the physical structure of the DW, must be general enough, to be able to consume data from heterogeneous data sources and reconcile the semantic differences of the data source models, and, at the same time, be resilient to the constant changes in the structure of the data sources. One of the main problems related to DW development is the absence of a standardized DW data model. In this paper a comparative analysis of the four most prominent DW data models (namely the relationalormalized model, data vault model, anchor model and dimensional model) will be given. On the basis of the results of [1]a, the new DW data model (the Domain/Mapping model- DMM) which would more adequately fulfill the posed requirements is presented.
机译:为了使数据仓库能够充分实现其集成和历史目的,其数据模型必须能够适当且一致地表示系统的不同状态。实际上,代表DW物理结构的DW数据模型必须足够通用,以便能够使用来自异构数据源的数据并调和数据源模型的语义差异,并同时适应数据源结构的不断变化。与DW开发相关的主要问题之一是缺乏标准化的DW数据模型。本文将对四个最重要的DW数据模型(即关系/规范化模型,数据保险库模型,锚模型和维模型)进行比较分析。根据[1] a的结果,提出了一种新的DW数据模型(域/映射模型DMM),它可以更充分地满足提出的要求。

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