DocumentCode
3093830
Title
Dynamic caching of query results for decision support systems
Author
Shim, Junho ; Scheuermann, Peter ; Vingralek, Radek
Author_Institution
Dept. of Electr. & Comput. Eng., Northwestern Univ., Evanston, IL, USA
fYear
1999
fDate
36373
Firstpage
254
Lastpage
263
Abstract
The response time of DSS (decision support system) queries is typically several orders of magnitude higher than the response time of OLTP (online transaction processing) queries. Since DSS queries are often submitted interactively, techniques for reducing their response time are becoming increasingly important. We argue that caching of query results is one such technique particularly well suited to the DSS environment. We have designed a query cache manager for such an environment. The cache manager can lookup query results from the cache either based on an exact query match or using a query split algorithm to efficiently find query results which subsume the submitted query. The cache manager dynamically maintains the cache content by deciding whether a newly generated query result should be admitted to the cache and if so, which query results should be evicted from the cache to free space for the new query result. The decisions are aimed at minimizing the query response time. The decisions are explicitly based on a cost function that considers the execution cost of each query, the size of each query result, the reference frequency to each result, the cost of maintenance of each result due to updates of the base tables, and the frequency of such updates. Experimental evaluation shows that our cache manager can improve performance on TPC-D like workloads
Keywords
cache storage; data warehouses; decision support systems; query processing; DSS environment; DSS queries; OLTP; TPC-D like workloads; cache content; cache manager; cost function; decision support system queries; decision support systems; dynamic caching; exact query match; execution cost; online transaction processing queries; query cache manager; query response time; query result; query results; query split algorithm; reference frequency; response time; Aggregates; Content management; Cost function; Data analysis; Data warehouses; Decision support systems; Delay; Frequency; Information retrieval; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Scientific and Statistical Database Management, 1999. Eleventh International Conference on
Conference_Location
Cleveland, OH
Print_ISBN
0-7695-0046-3
Type
conf
DOI
10.1109/SSDM.1999.787641
Filename
787641
Link To Document