| Presentation | 2003/5/23 Algorithms and Evaluations for Efficient Condensing based on Proximity Graphs Takekazu KATO, Toshikazu WADA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We have proposed new theorems for efficient condensing algorithms based on proximity graphs. This paper presents implementations and evaluations of two condensing algorithms, called Direct condensing and Chip-off condensing, based on our theorems. The algorithms can efficiently obtain the same prototypes as the Voronoi condensing without the entire proximity graph of given patterns. The Direct condensing algorithm is more computationally efficient than any previous condensing algorithms for voronoi condensing, and the Chip-Off condensing algorithm can sequencially remove disused patterns while keeping the classifier boundaries. This paper shows the evaluations of proposed condensing algorithms, and demonstrates applications of the nearest-neighbor classifier and the condensing. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | nearest neighbor classifier / voronoi condensing / proximity graph |
| Paper # | PRMU2003-15 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2003/5/23(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Pattern Recognition and Media Understanding (PRMU) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Algorithms and Evaluations for Efficient Condensing based on Proximity Graphs |
| Sub Title (in English) | |
| Keyword(1) | nearest neighbor classifier |
| Keyword(2) | voronoi condensing |
| Keyword(3) | proximity graph |
| 1st Author's Name | Takekazu KATO |
| 1st Author's Affiliation | Faculty of Systems Engineering, Wakayama University() |
| 2nd Author's Name | Toshikazu WADA |
| 2nd Author's Affiliation | Faculty of Systems Engineering, Wakayama University |
| Date | 2003/5/23 |
| Paper # | PRMU2003-15 |
| Volume (vol) | vol.103 |
| Number (no) | 96 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |