| Presentation | 2001/3/16 On Multilayer RBF Networks and A Novel Pyramid Network. Miho Hoshino, Tasuku Kitamura, Takeshi Masuda, Jinhui Chao, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we show a multilayed RBF network, such that the centers and widths will be found by supervised learning. Thus, we gain the structural efficiency of network so that the basis functions can be adaptively constructed to approximate the the input-output mapping using full use of all units and connections in the network. while the prie to pay is to loose the advantage in global convergence. All the paramenters are found by a globally convergent learning algorithm called magic bruch method. We also show a pyramid topology for a multilayed network which is expected to have lhigher efficiency in both estimation and generalization. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Multilayer Neural Network / RBF Network / Novel Pyramid Network / generalization |
| Paper # | NC2000-160 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2001/3/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Vice Chair | |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | On Multilayer RBF Networks and A Novel Pyramid Network. |
| Sub Title (in English) | |
| Keyword(1) | Multilayer Neural Network |
| Keyword(2) | RBF Network |
| Keyword(3) | Novel Pyramid Network |
| Keyword(4) | generalization |
| 1st Author's Name | Miho Hoshino |
| 1st Author's Affiliation | Dept. of Electrical and Electronic Eng., and Communication Engineering, Faculty of Science and Engineering, Chuo University() |
| 2nd Author's Name | Tasuku Kitamura |
| 2nd Author's Affiliation | Dept. of Electrical and Electronic Eng., and Communication Engineering, Faculty of Science and Engineering, Chuo University |
| 3rd Author's Name | Takeshi Masuda |
| 3rd Author's Affiliation | Dept. of Electrical and Electronic Eng., and Communication Engineering, Faculty of Science and Engineering, Chuo University |
| 4th Author's Name | Jinhui Chao |
| 4th Author's Affiliation | Dept. of Electrical and Electronic Eng., and Communication Engineering, Faculty of Science and Engineering, Chuo University:The Institute of Science and Engineering, Chuo University |
| Date | 2001/3/16 |
| Paper # | NC2000-160 |
| Volume (vol) | vol.100 |
| Number (no) | 688 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |