Optimizing access across multiple hierarchies in data warehouses
Lipyeow Lim, Bishwaranjan Bhattacharjee
HICSS 2011
Column-oriented DBMSs have gained increasing interest due to their superior performance for analytical workloads. Prior efforts tried to determine the possibility of simulating the query processing techniques of column-oriented systems in row-oriented databases, in a hope to improve their performance, especially for OLAP and data warehousing applications. In this paper, we show that column-oriented query processing can significantly improve the performance of row-oriented DBMSs. We introduce new operators that take into account the unique characteristics of data obtained from indexes, and exploit new technologies such as flash SSDs and multi-core processors to boost the performance. We demonstrate our approach with an experimental study using a prototype built on a commercial row-oriented DBMS. © 2011 ACM.
Lipyeow Lim, Bishwaranjan Bhattacharjee
HICSS 2011
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