Abstract
Similarity Indexing is very important for content-based retrieval on large multimedia databases, and the “tightness” of data set envelope is a factor that influences the performance of index. For equidistant envelope (bounding sphere), calculation of envelope is somewhat difficult because of the complexity of direct computation in high dimension space. In this paper we summarize the envelope used in similarity indexing structures, and discuss the envelope parameter calculation problem. We improved the γ -spatial search algorithm proposed by R. Kuniawati and J.S.Jin for equidistant envelope parameter calculation, and apply it to various distance spaces. Basic thoughts and theorem are provided in the paper, also with algorithm implementation.
Preview
Unable to display preview. Download preview PDF.
References
Beckmann, N., Kriegel, H.P., Schneider, R., Seeger, B.: The R*-tree: An Efficient and Robust Access Method for Points and Rectangles. Proceedings of the ACM SIGMOD International Conference on the Management of Data, 322–331.
Lin, K.-I., Jagadish, H.V., Faloutsos, C.: The TV-tree: An index structure for high-dimensional data. VLDB Journal,Vol 3, No. 4, (1994)517–549
Berchtold, S., Keim, D.A., Kriegel, H.P.: The X-tree: An index structure for high-dimensional data. Proc. 22th Int. Conf On Very Large Data Bases, Bombay, India(1996).
White D.A., Jain, R.: Similarity indexing with the SS-tree. Proc. 12th IEEE International Conference on Data Engineering. New Orleans, Lousiana (1996)
Friedman, J. H., Bentley, J. H., Finkel, R. A.: An algorithm for finding best matches in logarithmic expexted time, ACM Transactions on Mathematical Softeare, Vol. 3, No. 3, (1977) 209–226
White D.A., Jain, R.: Similarity indexing: Algorithms and performance. Proceedings of the SPIE: Storage and Retrieval for Image and Video Databases IV, Vol. 2670, San Jose, CA. (1996).
Kurniawati, R., Jim, J.S, Shepherd, J.A.: The SS+-tree: An Improved Index Structure for Similarity Searches in a High-Dimensional Feature Space. Private Communication.: School of Computer Science and Engineering, University of New South Wales, Sydney 2052, Australia.
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 1998 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Xuesheng, B., Guangyou, X., Yuanchun, S. (1998). Envelope parameter calculation of similarity indexing structure. In: Ip, H.H.S., Smeulders, A.W.M. (eds) Multimedia Information Analysis and Retrieval. MINAR 1998. Lecture Notes in Computer Science, vol 1464. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0016502
Download citation
DOI: https://doi.org/10.1007/BFb0016502
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-64826-0
Online ISBN: 978-3-540-68537-1
eBook Packages: Springer Book Archive