Solving Classification Problems Using Projection-Based Learning Algorithm with Fuzzy Radial Basis Function Neural Network

Radial basis function (RBF) is combined with fuzzy C-means algorithms and its learning process made by projection-based learning (PBL) has been proposed in this paper, which is pointed out as PBL-f...

[1]  Narasimhan Sundararajan,et al.  Risk-sensitive loss functions for sparse multi-category classification problems , 2008, Inf. Sci..

[2]  Héctor Pomares,et al.  Prediction of Time Series Using RBF Neural Networks: A New Approach of Clustering , 2009, Int. Arab J. Inf. Technol..

[3]  J. Bezdek,et al.  FCM: The fuzzy c-means clustering algorithm , 1984 .

[4]  Rachna Soni,et al.  Radial basis function network using intuitionistic fuzzy C means for software cost estimation , 2013, Int. J. Comput. Appl. Technol..

[5]  Zarita Zainuddin,et al.  An Improved Fast Training Algorithm for RBF Networks Using Symmetry-Based Fuzzy C-Means Clustering , 2008 .

[6]  Cheng-Wu Chen,et al.  Improving the generalization performance of RBF neural networks using a linear regression technique , 2009, Expert Syst. Appl..

[7]  Dean Zhao,et al.  A New Optimized GA-RBF Neural Network Algorithm , 2014, Comput. Intell. Neurosci..

[8]  Ilyas Eminoglu,et al.  Reviewing and designing pre-processing units for RBF networks: initial structure identification and coarse-tuning of free parameters , 2012, Neural Computing and Applications.

[9]  Sundaram Suresh,et al.  Meta-cognitive RBF Network and its Projection Based Learning algorithm for classification problems , 2013, Appl. Soft Comput..

[10]  Sundaram Suresh,et al.  Sequential Projection-Based Metacognitive Learning in a Radial Basis Function Network for Classification Problems , 2013, IEEE Transactions on Neural Networks and Learning Systems.

[11]  Seok-Beom Roh,et al.  Identification of Plastic Wastes by Using Fuzzy Radial Basis Function Neural Networks Classifier with Conditional Fuzzy C-Means Clustering , 2016 .

[12]  Haralambos Sarimveis,et al.  A classification technique based on radial basis function neural networks , 2006, Adv. Eng. Softw..

[13]  Sushmita Mitra.  Fuzzy radial basis function network: a parallel design , 2004, Neural Computing & Applications.

[14]  Guoqiang Peter Zhang,et al.  Neural networks for classification: a survey , 2000, IEEE Trans. Syst. Man Cybern. Part C.

[15]  Hyung-Gi Byun,et al.  An Identification Technique Based on Adaptive Radial Basis Function Network for an Electronic Odor Sensing System , 2011 .

[16]  Sushmita Mitra,et al.  FRBF: A Fuzzy Radial Basis Function Network , 2001, Neural Computing & Applications.

[17]  Pawel Strumillo,et al.  Kernel orthonormalization in radial basis function neural networks , 1997, IEEE Trans. Neural Networks.