在数据仓库中智能忘记数据

Aliou Boly, G. Hébrail
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引用次数: 10

摘要

存储在数据仓库中的数据量增长非常快,以至于它们可能会饱和。为了克服这个问题,我们提出了一种语言来指定存储数据的遗忘函数。为了保留对历史数据进行有趣分析的可能性,规范包括对已删除数据的一些摘要的定义。这些摘要是已删除数据的聚合和样本,将保存在数据仓库中。一旦指定了遗忘函数,数据仓库就会自动更新以遵循规范。本文给出了规范语言、摘要结构和更新数据仓库的算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Forgetting data intelligently in data warehouses
The amount of data stored in data warehouses grows very quickly so that they can get saturated. To overcome this problem, we propose a language for specifying forgetting functions on stored data. In order to preserve the possibility of performing interesting analyses of historical data, the specifications include the definition of some summaries of deleted data. These summaries are aggregates and samples of deleted data and will be kept in the data warehouse. Once forgetting functions have been specified, the data warehouse is automatically updated in order to follow the specifications. This paper presents both the language for specifications, the structure of the summaries and the algorithms to update the data warehouse.
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