| Presentation | 2007-12-11 On the SIRMs Connected Fuzzy Reasoning Method Using Kernel Hirosato SEKI, Fuhito MIZUGUCHI, Satoshi WATANABE, Hiroaki ISHII, Masaharu MIZUMOTO, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Single Input Rule Modules connected fuzzy reasoning method (SIRMs method, for short) by Yubazaki can decrease the number of fuzzy rules drastically in comparison with the conventional fuzzy reasoning methods. Moreover Seki et al. have proposed functional type single input rule modules connected fuzzy reasoning method (functional type SIRMs method, for short) which generalizes consequent part of SIRMs method to function. However, these SIRMs method can not be applied to XOR (Exclusive OR). In this paper, we propose "kernel type single input rule modules connected fuzzy reasoning method" which uses kernel to SIRMs method, and show that this method can be applied to XOR. Further, learning algorithm of the proposed SIRMs, method is derived by steepest descent method, and is shown to be superior to the conventional SIRMs method and kernel perceptron by applying to identification of nonlinear functions. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | fuzzy reasoning / SIRMs connected fuzzy reasoning method / kernel method / kernel perceptron |
| Paper # | SIS2007-63 |
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| Conference Information | |
| Committee | SIS |
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| Conference Date | 2007/12/4(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Registration To | Smart Info-Media Systems (SIS) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | On the SIRMs Connected Fuzzy Reasoning Method Using Kernel |
| Sub Title (in English) | |
| Keyword(1) | fuzzy reasoning |
| Keyword(2) | SIRMs connected fuzzy reasoning method |
| Keyword(3) | kernel method |
| Keyword(4) | kernel perceptron |
| 1st Author's Name | Hirosato SEKI |
| 1st Author's Affiliation | Department of Information and Pysical Sciences, Graduate School of Information Science and Technology, Osaka University() |
| 2nd Author's Name | Fuhito MIZUGUCHI |
| 2nd Author's Affiliation | Kronos, Inc. |
| 3rd Author's Name | Satoshi WATANABE |
| 3rd Author's Affiliation | Department of Information and Pysical Sciences, Graduate School of Information Science and Technology, Osaka University |
| 4th Author's Name | Hiroaki ISHII |
| 4th Author's Affiliation | Department of Information and Pysical Sciences, Graduate School of Information Science and Technology, Osaka University |
| 5th Author's Name | Masaharu MIZUMOTO |
| 5th Author's Affiliation | Department of Engineering Informatics, Osaka Electro-Communication University |
| Date | 2007-12-11 |
| Paper # | SIS2007-63 |
| Volume (vol) | vol.107 |
| Number (no) | 374 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |