| Presentation | 2000/7/21 Efficient Retrieval of Multimedia Information with Estimating the Significance of Nearest Neighbors Norio Katayama, Shin'ichi Satoh, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Nearest-neighbor(NN) search in high-dimensional space is widely used for the similarity retrieval of multimedia information. Recent research results in the literature reveal that NN-search might return insignificant NNs in high-dimensional space. Insignificant NNs are troublesome with respect to the efficiency of the similarity retrieval. Hence, we devised a way to estimate the significance of NNs based on the local intrinsic dimensionality. Then, with applying it, we developed a new NN-search algorithm: the significance-sensitive nearest-neighbor search. This algorithm not only enables us to distinguish more significant NNs from less significant ones but also enables us to cut down the search cost compared with the conventional NN-search algorithm. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Significance of Nearest Neighbors / Multimedia Information / Similarity Retrieval / Nearest Neighbor Search |
| Paper # | DE2000-83 |
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| Committee | DE |
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| Conference Date | 2000/7/21(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Data Engineering (DE) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Efficient Retrieval of Multimedia Information with Estimating the Significance of Nearest Neighbors |
| Sub Title (in English) | |
| Keyword(1) | Significance of Nearest Neighbors |
| Keyword(2) | Multimedia Information |
| Keyword(3) | Similarity Retrieval |
| Keyword(4) | Nearest Neighbor Search |
| 1st Author's Name | Norio Katayama |
| 1st Author's Affiliation | National Institute of Informatics() |
| 2nd Author's Name | Shin'ichi Satoh |
| 2nd Author's Affiliation | National Institute of Informatics |
| Date | 2000/7/21 |
| Paper # | DE2000-83 |
| Volume (vol) | vol.100 |
| Number (no) | 228 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |