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Paper Abstract and Keywords
Presentation 2007-12-11 12:45
On the SIRMs Connected Fuzzy Reasoning Method Using Kernel
Hirosato Seki (Osaka Univ.), Fuhito Mizuguchi (Kronos), Satoshi Watanabe, Hiroaki Ishii (Osaka Univ.), Masaharu Mizumoto (Osaka Electro-Communication Univ.) SIS2007-63
Abstract (in Japanese) (See Japanese page) 
(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) 
(in English) fuzzy reasoning / SIRMs connected fuzzy reasoning method / kernel method / kernel perceptron / / / /  
Reference Info. IEICE Tech. Rep., vol. 107, no. 374, SIS2007-63, pp. 29-34, Dec. 2007.
Paper # SIS2007-63 
Date of Issue 2007-12-04 (SIS) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
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Conference Information
Committee SIS  
Conference Date 2007-12-10 - 2007-12-11 
Place (in Japanese) (See Japanese page) 
Place (in English)  
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Paper Information
Registration To SIS 
Conference Code 2007-12-SIS 
Language Japanese 
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  
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1st Author's Name Hirosato Seki  
1st Author's Affiliation Osaka University (Osaka Univ.)
2nd Author's Name Fuhito Mizuguchi  
2nd Author's Affiliation Kronos (Kronos)
3rd Author's Name Satoshi Watanabe  
3rd Author's Affiliation Osaka University (Osaka Univ.)
4th Author's Name Hiroaki Ishii  
4th Author's Affiliation Osaka University (Osaka Univ.)
5th Author's Name Masaharu Mizumoto  
5th Author's Affiliation Osaka Electro-Communication University (Osaka Electro-Communication Univ.)
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Speaker
Date Time 2007-12-11 12:45:00 
Presentation Time 20 
Registration for SIS 
Paper # IEICE-SIS2007-63 
Volume (vol) IEICE-107 
Number (no) no.374 
Page pp.29-34 
#Pages IEICE-6 
Date of Issue IEICE-SIS-2007-12-04 


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