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Buffer Management in distributed Database Systems: A Data Mining-Based Approach

机译:分布式数据库系统中的缓冲区管理:一种基于数据挖掘的方法

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In this paper, we propose a data mining-based approach to public buffe management in distributed database systems where database buffers are organized into tow areas: public and private. While the private buffer areas ocntain pages to be updated by particular users, te public buffer area contains pages shared among users from differnet sites. Different from traditional buffer management strategies where limited knowledge of user access patterns is used, the proposed apporach discrovers knowledge from page access sequences of suer transactions and uses it to guide public buffer placement and replacement. The knowledge to be discovered and the discovery algortihms are discussed. The effectiveness of the proposed approach was investigated through a simulation study. The results indicate that with the help of the discovered knowledge, the public buffer hit ratio can be improved significantly.
机译:在本文中,我们提出了一种基于数据挖掘的分布式数据库系统中公共缓冲区管理方法,其中数据库缓冲区被组织为两个区域:公共区域和私有区域。专用缓冲区可以获取特定用户要更新的页面,而公共缓冲区则包含不同站点的用户之间共享的页面。与传统的缓冲区管理策略(其中使用的用户访问模式的知识有限)不同,建议的方法从Suer事务的页面访问序列中剥夺了知识,并将其用于指导公共缓冲区的放置和替换。讨论了要发现的知识和发现算法。通过模拟研究来研究所提出方法的有效性。结果表明,借助所发现的知识,可以显着提高公共缓冲区的命中率。

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