| Presentation | 2011-12-20 Complex-valued Multilayer Perceptron Search Utilizing Eigen Vector Descent and Reducibility Mapping Shinya SUZUMURA, Ryohei NAKANO, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A complex-valued multilayer perceptron (MLP) can approximate a periodic or unbounded function, which cannot be easily realized by a real-valued MLP. The complex-valued MLP search space is, like a real-valued one, full of crevasse-like forms having huge condition numbers; thus, it is very hard for existing methods to perform efficient search in the space. The space also includes the structure of reducibility mapping. The paper proposes a new search method for a complex-valued MLP, which employs both eigen vector descent and reducibility mapping search. Our experiments showed the proposed method worked well. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | complex-valued multilayer perceptron / search method / search space / eigen vector / reducibility mapping |
| Paper # | NC2011-88 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2011/12/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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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) | Complex-valued Multilayer Perceptron Search Utilizing Eigen Vector Descent and Reducibility Mapping |
| Sub Title (in English) | |
| Keyword(1) | complex-valued multilayer perceptron |
| Keyword(2) | search method |
| Keyword(3) | search space |
| Keyword(4) | eigen vector |
| Keyword(5) | reducibility mapping |
| 1st Author's Name | Shinya SUZUMURA |
| 1st Author's Affiliation | Chubu University() |
| 2nd Author's Name | Ryohei NAKANO |
| 2nd Author's Affiliation | Chubu University |
| Date | 2011-12-20 |
| Paper # | NC2011-88 |
| Volume (vol) | vol.111 |
| Number (no) | 368 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |