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Error-Constraint COUNT Query Evaluation in Relational Databases.

Wen-Chi Hou, Gultekin Özsoyoglu, Erdogan Dogdu: Error-Constraint COUNT Query Evaluation in Relational Databases. SIGMOD Conference 1991: 278-287
@inproceedings{DBLP:conf/sigmod/HouOD91,
  author    = {Wen-Chi Hou and
               Gultekin {\"O}zsoyoglu and
               Erdogan Dogdu},
  editor    = {James Clifford and
               Roger King},
  title     = {Error-Constraint COUNT Query Evaluation in Relational Databases},
  booktitle = {Proceedings of the 1991 ACM SIGMOD International Conference on
               Management of Data, Denver, Colorado, May 29-31, 1991},
  publisher = {ACM Press},
  year      = {1991},
  pages     = {278-287},
  ee        = {http://doi.acm.org/10.1145/115790.115837, db/conf/sigmod/HouOD91.html},
  crossref  = {DBLP:conf/sigmod/91},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}
BibTeX

Abstract

An error-constrained COUNT query in relational algebra is of the form "Estimate COUNT(E), where E is a relational algebra expression, such that the error in the estimate is at most e". The general approach is to evaluate an estimator for COUNT(E) using a large enough sample from input relations such that the error is less than the specified bound with a certain confidence level.

We present an approach which utilizes double sampling for error-constrained COUNT queries. We compare this approach with another approach, called adaptive sampling, in terms of the sample sizes needed to obtain the desired error bound with a given confidence level.

We have implemented both approaches (i.e., adaptive sampling and double sampling) in a prototype, real-time DBMS called CASE-MDB. We present some of the results of our performance evaluation experiments.

Copyright © 1991 by the ACM, Inc., used by permission. Permission to make digital or hard copies is granted provided that copies are not made or distributed for profit or direct commercial advantage, and that copies show this notice on the first page or initial screen of a display along with the full citation.


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James Clifford, Roger King (Eds.): Proceedings of the 1991 ACM SIGMOD International Conference on Management of Data, Denver, Colorado, May 29-31, 1991. ACM Press 1991 BibTeX , SIGMOD Record 20(2), June 1991
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References

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William G. Cochran: Sampling Techniques, 3rd Edition. John Wiley 1977, ISBN 0-471-16240-X
BibTeX
[Cox52]
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[HoOT88]
Wen-Chi Hou, Gultekin Özsoyoglu, Baldeo K. Taneja: Statistical Estimators for Relational Algebra Expressions. PODS 1988: 276-287 BibTeX
[HoOT89]
Wen-Chi Hou, Gultekin Özsoyoglu, Baldeo K. Taneja: Processing Aggregate Relational Queries with Hard Time Constraints. SIGMOD Conference 1989: 68-77 BibTeX
[HoOz88]
Wen-Chi Hou, Gultekin Özsoyoglu: Statistical Estimators for Aggregate Relational Algebra Queries. ACM Trans. Database Syst. 16(4): 600-654(1991) BibTeX
[LiNa89]
Richard J. Lipton, Jeffrey F. Naughton: Estimating the Size of Generalized Transitive Closures. VLDB 1989: 165-171 BibTeX
[LiNa90]
Richard J. Lipton, Jeffrey F. Naughton: Query Size Estimation by Adaptive Sampling. PODS 1990: 40-46 BibTeX
[LNS90]
Richard J. Lipton, Jeffrey F. Naughton, Donovan A. Schneider: Practical Selectivity Estimation through Adaptive Sampling. SIGMOD Conference 1990: 1-11 BibTeX
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BibTeX
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