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Processing Aggregate Relational Queries with Hard Time Constraints.

Wen-Chi Hou, Gultekin Özsoyoglu, Baldeo K. Taneja: Processing Aggregate Relational Queries with Hard Time Constraints. SIGMOD Conference 1989: 68-77
@inproceedings{DBLP:conf/sigmod/HouOT89,
  author    = {Wen-Chi Hou and
               Gultekin {\"O}zsoyoglu and
               Baldeo K. Taneja},
  editor    = {James Clifford and
               Bruce G. Lindsay and
               David Maier},
  title     = {Processing Aggregate Relational Queries with Hard Time Constraints},
  booktitle = {Proceedings of the 1989 ACM SIGMOD International Conference on
               Management of Data, Portland, Oregon, May 31 - June 2, 1989},
  publisher = {ACM Press},
  year      = {1989},
  pages     = {68-77},
  ee        = {http://doi.acm.org/10.1145/67544.66933, db/conf/sigmod/HouOT89.html},
  crossref  = {DBLP:conf/sigmod/89},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}

Abstract

We consider those database environments in which queries have strict timing constraints, and develop a timeconstrained query evaluation methodology. For aggregate relational algebra queries, we describe a time constrained query evaluation algorithm. The algorithm, which is implemented in our prototype DBMS, iteratively samples from input relations, and evaluates the associated estimators developed in our previous work, until a stopping criterion (e.g., a time quota or a desired error range) is satisfied.

To determine sample sizes at each stage of the iteration (so that the time quota will not be overspent) we need to have (a) accurate sample selectivity estimations of the RA operators in the query, (b) precise time cost formulas, and (c) good time-control strategies. To estimate the sample selectivities of RA operators, we use a run- time sample selectivity estimation and improvement approach which is flexible. For query time estimations, we use time-cost formulas which are adaptive and precise. To use the time quota efficiently, we propose statistical and heuristic time-control strategies to control the risk of overspending the time quota. Preliminary evaluation of the implemented prototype is also presented.

Copyright © 1989 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, Bruce G. Lindsay, David Maier (Eds.): Proceedings of the 1989 ACM SIGMOD International Conference on Management of Data, Portland, Oregon, May 31 - June 2, 1989. ACM Press 1989 CiteSeerX Google scholar pubzone.org BibTeX bibliographical record in XML, SIGMOD Record 18(2), June 1989
Contents

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References

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Referenced by

  1. Moses Charikar, Surajit Chaudhuri, Rajeev Motwani, Vivek R. Narasayya: Towards Estimation Error Guarantees for Distinct Values. PODS 2000: 268-279
  2. Kian-Lee Tan, Cheng Hian Goh, Beng Chin Ooi: Online Feedback for Nested Aggregate Queries with Multi-Threading. VLDB 1999: 18-29
  3. Peter J. Haas, Joseph M. Hellerstein: Ripple Joins for Online Aggregation. SIGMOD Conference 1999: 287-298
  4. Surajit Chaudhuri, Rajeev Motwani, Vivek R. Narasayya: Random Sampling for Histogram Construction: How much is enough? SIGMOD Conference 1998: 436-447
  5. Daniel Barbará, William DuMouchel, Christos Faloutsos, Peter J. Haas, Joseph M. Hellerstein, Yannis E. Ioannidis, H. V. Jagadish, Theodore Johnson, Raymond T. Ng, Viswanath Poosala, Kenneth A. Ross, Kenneth C. Sevcik: The New Jersey Data Reduction Report. IEEE Data Eng. Bull. 20(4): 3-45(1997)
  6. Joseph M. Hellerstein, Peter J. Haas, Helen J. Wang: Online Aggregation. SIGMOD Conference 1997: 171-182
  7. Krithi Ramamritham, Panos K. Chrysanthis: A Taxonomy of Correctness Criteria in Database Applications. VLDB J. 5(1): 85-97(1996)
  8. Nabil I. Hachem, Chenye Bao, Steve Taylor: Approximate Query Answering In Numerical Databases. SSDBM 1996: 63-73
  9. Sumit Ganguly, Phillip B. Gibbons, Yossi Matias, Abraham Silberschatz: Bifocal Sampling for Skew-Resistant Join Size Estimation. SIGMOD Conference 1996: 271-281
  10. Gultekin Özsoyoglu, Sujatha Guru Swamy, Kaizheng Du, Wen-Chi Hou: Time-Constrained Query Processing in CASE-DB. IEEE Trans. Knowl. Data Eng. 7(6): 865-884(1995)
  11. Peter J. Haas, Jeffrey F. Naughton, S. Seshadri, Lynne Stokes: Sampling-Based Estimation of the Number of Distinct Values of an Attribute. VLDB 1995: 311-322
  12. Peter J. Haas, Jeffrey F. Naughton, Arun N. Swami: On the Relative Cost of Sampling for Join Selectivity Estimation. PODS 1994: 14-24
  13. Richard T. Snodgrass, Santiago Gomez, L. Edwin McKenzie: Aggregates in the Temporal Query Language TQuel. IEEE Trans. Knowl. Data Eng. 5(5): 826-842(1993)
  14. Thomas D. C. Little, Arif Ghafoor: Interval-Based Conceptual Models for Time-Dependent Multimedia Data. IEEE Trans. Knowl. Data Eng. 5(4): 551-563(1993)
  15. Wei Sun, Yibei Ling, Naphtali Rishe, Yi Deng: An Instant and Accurate Estimation Method for Joins and Selection in a Retrieval-Intensive Environment. SIGMOD Conference 1993: 79-88
  16. Peter J. Haas, Jeffrey F. Naughton, S. Seshadri, Arun N. Swami: Fixed-Precision Estimation of Join Selectivity. PODS 1993: 190-201
  17. Frank Olken, Doron Rotem: Sampling from Spatial Databases. ICDE 1993: 199-208
  18. Gennady Antoshenkov: Random Sampling from Pseudo-Ranked B+ Trees. VLDB 1992: 375-382
  19. Peter J. Haas, Arun N. Swami: Sequential Sampling Procedures for Query Size Estimation. SIGMOD Conference 1992: 341-350
  20. Gultekin Özsoyoglu, Kaizheng Du, Sujatha Guru Swamy, Wen-Chi Hou: Processing Real-Time, Non-Aggregate Queries with Time-Constraints in CASE-DB. ICDE 1992: 410-417
  21. Frank Olken, Doron Rotem: Maintenance of Materialized Views of Sampling Queries. ICDE 1992: 632-641
  22. S. Seshadri, Jeffrey F. Naughton: Sampling Issues in Parallel Database Systems. EDBT 1992: 328-343
  23. Wen-Chi Hou, Gultekin Özsoyoglu: Statistical Estimators for Aggregate Relational Algebra Queries. ACM Trans. Database Syst. 16(4): 600-654(1991)
  24. Thomas D. C. Little, C. Y. Roger Chen, C. S. Chang, P. Bruce Berra: Multimedia Synchronization. IEEE Data Eng. Bull. 14(3): 26-35(1991)
  25. Wen-Chi Hou, Gultekin Özsoyoglu, Erdogan Dogdu: Error-Constraint COUNT Query Evaluation in Relational Databases. SIGMOD Conference 1991: 278-287
  26. Gultekin Özsoyoglu, Wen-Chi Hou, Adegbemiga Ola: Database Systems for Programmable Logic Controllers. SSDBM 1990: 183-199
  27. Frank Olken, Doron Rotem: Random Sampling from Database Files: A Survey. SSDBM 1990: 92-111
  28. Frank Olken, Doron Rotem, Ping Xu: Random Sampling from Hash Files. SIGMOD Conference 1990: 375-386
  29. Richard J. Lipton, Jeffrey F. Naughton, Donovan A. Schneider: Practical Selectivity Estimation through Adaptive Sampling. SIGMOD Conference 1990: 1-11
  30. Jeffrey F. Naughton, S. Seshadri: On Estimating the Size of Projections. ICDT 1990: 499-513

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