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Performance evaluation of multidimensional access methods

Published: 01 November 2000 Publication History

Abstract

In this paper, we describe an experimental examination of a well-known group of multidimensional access methods, called the R-tree group. The test environment aimed at investigating how the performance of such access methods is affected by factors such as datasets volume scalability, disk page size and the area of non-zero size objects. The workload was composed of point queries, intersection and containment range queries. Moreover, we analyzed the efficiency of initial indexing structure building. We based our comparison mainly on the number of disk accesses.

References

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{1} Beckmann, N., Kriegel, H.-P., Schneider, R., Seeger, B. The R*-Tree: An Efficient and Robust Access Method for Points and Rectangles. In Proc. 1990 ACM SIGMOD Conference, 1990.
[2]
{2} Cameiro, A.P. Performance Evaluation of Multidimensional Access Methods using Real Datasets (in Portuguese). Master's thesis, IC, Unicamp, 1998.
[3]
{3} Cox Junior, F.S. Analysis of Spatial Access Methods Applied to Database Management Systems (in Portuguese). Master's thesis, DCC, Unicamp, 1991.
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{4} Günther, O., Bilmes, J. Tree-based Access Methods for Spatial Databases: Implementation and Performance Evaluation. IEEE TKDE, 3(3): 342-356, September 1991.
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{5} Greene, D. An Implementation and Performance Analysis of Spatial Data Access Methods. In Proc. 5th IEEE ICDE, 1989.
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{6} Guttman, A. R-Trees: A Dynamic Index Structure for Spatial Searching. In Proc. 1984 ACM SIGMOD Conference, 1984.
[7]
{7} Kriegel, H.-P., Schiwietz, M., Schneider, R., Seeger, B. Performance Comparison of Point and Spatial Access Methods. In Design and Implementation of Large Spatial Databases, v. 409 of Lecture Notes in Computer Science, 1989.
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{8} Sellis, T., Roussopoulos, N., Faloutsos, C. The R+-Tree: A Dynamic Index for Multi-Dimensional Objects. In Proc 13th VLDB Conference, 1987.

Cited By

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  • (2011)The Effects of Dimensionality Curse in High Dimensional kNN SearchProceedings of the 2011 15th Panhellenic Conference on Informatics10.1109/PCI.2011.45(41-45)Online publication date: 30-Sep-2011

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cover image ACM Conferences
GIS '00: Proceedings of the 8th ACM international symposium on Advances in geographic information systems
November 2000
200 pages
ISBN:1581133197
DOI:10.1145/355274
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

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Published: 01 November 2000

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  1. spatial database systems and multidimensional access methods

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  • (2011)The Effects of Dimensionality Curse in High Dimensional kNN SearchProceedings of the 2011 15th Panhellenic Conference on Informatics10.1109/PCI.2011.45(41-45)Online publication date: 30-Sep-2011

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