Presentation | 2001/7/11 NSBR^*-tree : Building and Retrieving Yaokai FENG, Masaaki KUBO, zaher Aghbari, Akifumi MAKINOUCHI, |
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Abstract(in English) | R-trees are a common indexing technique for multi-dimensional data and are widely used in spatial and multi-dimensional databases. Nearest neighbor search(called NN search)is very popular in multimedia database and spatial database. According to our investigation, for a given database, the degree of the leaf nodes clustering the objects is a great factor on the NN searching performance. For R-trees, the objects are not well-clustered by its leaf nodes. Some packing algorithms for R-trees have been proposed. However, in these packing algorithms, the distribution of objects in its leaf nodes may not reflect the actual situation of objects and can not lead to a good clustering. An attempt combining clustering technology and R-trees(called SOM-based R^*-tree)is proposed by K.Oh and Y.Feng et al., which tries to decrease the number of objects in R-trees by building R-trees using the representative feature vectors of clusters instead of objects themselves. In the present paper, a new structure called NSBR^*-tree is proposed. The experimental result shows that the NSBR^*-tree has a much better searching performance. |
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Paper # | DE2001-63 |
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Committee | DE |
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Conference Date | 2001/7/11(1days) |
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Registration To | Data Engineering (DE) |
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Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | NSBR^*-tree : Building and Retrieving |
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1st Author's Name | Yaokai FENG |
1st Author's Affiliation | Graduate School of Information Science and Electrical Engineering, Kyushu University() |
2nd Author's Name | Masaaki KUBO |
2nd Author's Affiliation | Graduate School of Information Science and Electrical Engineering, Kyushu University |
3rd Author's Name | zaher Aghbari |
3rd Author's Affiliation | Graduate School of Information Science and Electrical Engineering, Kyushu University |
4th Author's Name | Akifumi MAKINOUCHI |
4th Author's Affiliation | Graduate School of Information Science and Electrical Engineering, Kyushu University |
Date | 2001/7/11 |
Paper # | DE2001-63 |
Volume (vol) | vol.101 |
Number (no) | 192 |
Page | pp.pp.- |
#Pages | 8 |
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