Materialization of fragmented views in multidimensional databases

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摘要

The most effective technique to enhance performances of multidimensional databases consists in materializing redundant aggregates called views. In the classical approach to materialization, each view includes all and only the measures of the cube it aggregates. In this paper we investigate the benefits of materializing views in vertical fragments, aimed at minimizing the workload response time. We formalize the fragmentation problem as a 0–1 integer linear programming problem, which is then solved by means of a standard integer programming solver to determine the optimal fragmentation for a given workload. Finally, we demonstrate the usefulness of fragmentation by presenting a large set of experimental results based on the TPC-H benchmark.

论文关键词:Data warehousing,Optimization and performance,View materialization

论文评审过程:Received 20 February 2003, Revised 9 September 2003, Accepted 12 November 2003, Available online 4 December 2003.

论文官网地址:https://doi.org/10.1016/j.datak.2003.11.001