DocumentCode :
799393
Title :
Comments on "The multisynapse neural network and its application to fuzzy Clustering"
Author :
Yu, Jian ; Hao, Pengwei
Author_Institution :
Inst. of Comput. Sci., Beijing Jiaotong Univ., China
Volume :
16
Issue :
3
fYear :
2005
fDate :
5/1/2005 12:00:00 AM
Firstpage :
777
Lastpage :
778
Abstract :
In the above-mentioned paper, Wei and Fahn proposed a neural architecture, the multisynapse neural network, to solve constrained optimization problems including high-order, logarithmic, and sinusoidal forms, etc. As one of its main applications, a fuzzy bidirectional associative clustering network (FBACN) was proposed for fuzzy-partition clustering according to the objective-functional method. The connection between the objective-functional-based fuzzy c-partition algorithms and FBACN is the Lagrange multiplier approach. Unfortunately, the Lagrange multiplier approach was incorrectly applied so that FBACN does not equivalently minimize its corresponding constrained objective-function. Additionally, Wei and Fahn adopted traditional definition of fuzzy c-partition, which is not satisfied by FBACN. Therefore, FBACN can not solve constrained optimization problems, either.
Keywords :
fuzzy neural nets; neural net architecture; pattern clustering; Lagrange multiplier; fuzzy biderectional associative clustering network; fuzzy c partition; fuzzy partition clustering; multisynapse neural network; neural architecture; objective functional method; Algorithm design and analysis; Closed-form solution; Clustering algorithms; Computer science; Computer science education; Constraint optimization; Fuzzy neural networks; Lagrangian functions; Neural networks; Partitioning algorithms; Algorithms; Cluster Analysis; Computer Simulation; Fuzzy Logic; Neural Networks (Computer); Numerical Analysis, Computer-Assisted; Pattern Recognition, Automated; Signal Processing, Computer-Assisted;
fLanguage :
English
Journal_Title :
Neural Networks, IEEE Transactions on
Publisher :
ieee
ISSN :
1045-9227
Type :
jour
DOI :
10.1109/TNN.2005.844852
Filename :
1427779
Link To Document :
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