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SYSTEM FOR OPTIMIZING STORAGE REPLICATION IN A DISTRIBUTED DATA ANALYSIS SYSTEM USING HISTORICAL DATA ACCESS PATTERNS

机译:历史数据访问模式的分布式数据分析系统中存储副本的优化系统

摘要

Historical analysis of query patterns is used to discover relationships between data sets. These relationships are used to make optimal decisions about where to place data in a globally distributed environment in which locality of data is an important factor in providing good query performance. A mixed integer programming model is used to solve a constraint based system which balances the need to have data kept local with other data and the cost of replicating data across a low -bandwidth network.
机译:查询模式的历史分析用于发现数据集之间的关系。这些关系用于对将数据放置在全局分布式环境中的最佳位置进行决策,在该环境中,数据的局部性是提供良好查询性能的重要因素。混合整数编程模型用于解决基于约束的系统,该系统在使数据保持与其他数据保持本地需求之间以及在低带宽网络上复制数据的成本之间取得了平衡。

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