Polynomial Fuzzy Radial Basis Function Neural Network Classifiers Realized with the Aid of Boundary Area Decision

作者: Seok-Beom Roh , Sung-Kwun Oh

DOI: 10.5370/JEET.2014.9.6.2098

关键词:

摘要: In the area of clustering, there are numerous approaches to construct clusters in input space. For regression problem, when forming being a part overall model, relationships between space and output essential have be taken into consideration. Conditional Fuzzy C-Means (c-FCM) clustering offers an opportunity analyze structure with mechanism supervision implied by distribution data present However, like other methods, c-FCM focuses on data. this paper, we introduce new method, which making use ambiguity index boundaries whose determination is quality ensuing classification procedures. The introduced design illustrated aid numeric examples that provide detailed insight performance fuzzy classifiers quantify several essentials aspects.

参考文章(24)
M. J. D. Powell, Radial basis functions for multivariable interpolation: a review Algorithms for approximation. pp. 143- 167 ,(1987)
Christopher M. Bishop, Pattern Recognition and Machine Learning ,(2006)
Seán Mc Loone, George Irwin, Improving neural network training solutions using regularisation Neurocomputing. ,vol. 37, pp. 71- 90 ,(2001) , 10.1016/S0925-2312(00)00314-3
Li Ma, Abdul Wahab, Geok See Ng, S Erdogan, An experimental study of the extended NRBF regression model and its enhancement for classification problem Neurocomputing. ,vol. 72, pp. 458- 470 ,(2008) , 10.1016/J.NEUCOM.2007.12.011
Jin Hee Na, Myoung Soo Park, Jin Young Choi, Linear boundary discriminant analysis Pattern Recognition. ,vol. 43, pp. 929- 936 ,(2010) , 10.1016/J.PATCOG.2009.09.015
Carl G. Looney, Radial basis functional link nets and fuzzy reasoning Neurocomputing. ,vol. 48, pp. 489- 509 ,(2002) , 10.1016/S0925-2312(01)00613-0
Wing W.Y. Ng, Andres Dorado, Daniel S. Yeung, Witold Pedrycz, Ebroul Izquierdo, Image classification with the use of radial basis function neural networks and the minimization of the localized generalization error Pattern Recognition. ,vol. 40, pp. 19- 32 ,(2007) , 10.1016/J.PATCOG.2006.07.002
Hichem Frigui, Ouiem Bchir, Naouel Baili, An Overview of Unsupervised and Semi-Supervised Fuzzy Kernel Clustering International Journal of Fuzzy Logic and Intelligent Systems. ,vol. 13, pp. 254- 268 ,(2013) , 10.5391/IJFIS.2013.13.4.254
W. Pedrycz, H.S. Park, S.K. Oh, A granular-oriented development of functional radial basis function neural networks Neurocomputing. ,vol. 72, pp. 420- 435 ,(2008) , 10.1016/J.NEUCOM.2007.12.016
Byoung-Jun Park, Witold Pedrycz, Sung-Kwun Oh, Polynomial-based radial basis function neural networks (P-RBF NNs) and their application to pattern classification Applied Intelligence. ,vol. 32, pp. 27- 46 ,(2010) , 10.1007/S10489-008-0133-Z