Skip to main content

Efficient Methods for Database Storage and Retrieval Using Space-Filling Curves

  • Conference paper
Computer and Information Sciences - ISCIS 2004 (ISCIS 2004)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 3280))

Included in the following conference series:

Abstract

Efficient storage and retrieval of records involving multiple keys is a difficult and well-studied problem. A popular solution employed is to visualize the records as points in multidimensional space and use a mapping from this multidimensional space to the one-dimensional space of block addresses in secondary storage. There is significant interest in performing such a mapping using space-filling curves. Unfortunately, space-filling curves are defined for points that lie on a uniform grid of a particular resolution. As a result, both storage and retrieval algorithms based on space-filling curves depend upon the size of the grid. This makes the run time of such algorithms dependent on the distribution of the points and in fact, unbounded for arbitrary distributions. There are two main contributions in this paper: First, we present a distribution-independent algorithm for storing records with multiple keys using space-filling curves. Our algorithm runs in O(knlog n) time for storing n records containing k key fields. We then present an algorithm for answering range queries with a bounded running time independent of the distribution.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Abel, D.J., Mark, D.M.: A comparative analysis of some two-dimensional orderings. International Journal of Geographical Information Systems 4(1), 21–31 (1990)

    Article  Google Scholar 

  2. Aluru, S., Prabhu, G.M., Gustafson, J., Sevilgen, F.: Distribution-independent hierarchical algorithm for the n-body problem. Journal of Supercomputing 12, 303–323 (1998)

    Article  MATH  Google Scholar 

  3. Comer, D.: The ubiquitous B-tree. ACM Computing Survey 11(2), 121–137 (1979)

    Article  MATH  Google Scholar 

  4. Faloutsos, C.: Gray codes for partial match and range queries. IEEE Transactions on Software Engineering 14(10), 1381–1393 (1988)

    Article  MATH  MathSciNet  Google Scholar 

  5. Hilbert, D.: Über die stetige Abbildung einer Linie auf einem Flachenstück. Math. Ann. 38, 459–460 (1891)

    Article  MathSciNet  Google Scholar 

  6. Jagadish, H.V.: Linear clustering of objects with multiple attributes. In: Proc. ACM SIGMOD International Conference on the Management of Data, pp. 332–342 (1990)

    Google Scholar 

  7. Moon, B., Jagadish, H.V., Faloutsos, C., Saltz, J.H.: Analysis of clustering properties of Hilbert space-filling curve. Technical Report, CS-TR-3590, University of Maryland Department of Computer Science (1996)

    Google Scholar 

  8. Morton, G.M.: A computer oriented geodetic data base and a new technique in file sequencing. In: IBM, Ottawa, Canada (1966)

    Google Scholar 

  9. Orenstein, J.A., Merrett, T.H.: A class of data structures for associative searching. In: Proc. ACM SIGACT/SIGMOD Symposium on Principles of Database Systems, pp. 181–190 (1984)

    Google Scholar 

  10. Sagan, H.: Space-filling curves. Springer, Heidelberg (1994)

    MATH  Google Scholar 

  11. Samet, H.: The design and analysis of spatial data structures. Addison-Wesley, Reading (1990)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2004 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Aluru, S., Sevilgen, F.E. (2004). Efficient Methods for Database Storage and Retrieval Using Space-Filling Curves. In: Aykanat, C., Dayar, T., Körpeoğlu, İ. (eds) Computer and Information Sciences - ISCIS 2004. ISCIS 2004. Lecture Notes in Computer Science, vol 3280. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30182-0_51

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-30182-0_51

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-23526-2

  • Online ISBN: 978-3-540-30182-0

  • eBook Packages: Springer Book Archive

Publish with us

Policies and ethics