Shinya FUKUMOTO


A Hybrid Learning Approach to Self-Organizing Neural Network for Vector Quantization
Shinya FUKUMOTO Noritaka SHIGEI Michiharu MAEDA Hiromi MIYAJIMA 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2003/09/01
Vol. E86-A  No. 9  pp. 2280-2286
Type of Manuscript:  Special Section PAPER (Special Section on Nonlinear Theory and its Applications)
Category: Neuro, Fuzzy, GA
Keyword: 
vector quantizationneural-gas networkKohonen's self-organizing mapK-means methodimage compression
 Summary | Full Text:PDF(400.1KB)

An Investigation of Fuzzy Model Using AIC
Shinya FUKUMOTO Hiromi MIYAJIMA Kazuya KISHIDA Yoji NAGASAWA 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 1997/09/25
Vol. E80-A  No. 9  pp. 1698-1703
Type of Manuscript:  PAPER
Category: Information Theory and Coding Theory
Keyword: 
the destructive methodimformation criterionAIC
 Summary | Full Text:PDF(527.5KB)

Constructive, Destructive and Simplified Learning Methods of Fuzzy Inference
Hiromi MIYAJIMA Kazuya KISHIDA Shinya FUKUMOTO 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 1995/10/25
Vol. E78-A  No. 10  pp. 1331-1338
Type of Manuscript:  Special Section PAPER (Special Section on Nonlinear Theory and Its Applications)
Category: 
Keyword: 
constructive methoddestructive methodfuzzy inferencesimplified learning methodself-tuning
 Summary | Full Text:PDF(533.4KB)