Conditional fuzzy clustering in the design of radial basis function neural networks

Authors:
W. Pedrycz
Affiliations:
Dept. of Electr. & Comput. Eng., Manitoba Univ., Winnipeg, Man.
Venue:
IEEE Transactions on Neural Networks
Year:
1998

Citing 0
Cited 68

Information granulation for concept formation

SAC '00 Proceedings of the 2000 ACM symposium on Applied computing - Volume 1
Computerised Auto-Scoring System Based Upon Feature Extraction and Neural Network Technologies

Journal of Intelligent and Robotic Systems
Collaborative fuzzy clustering

Pattern Recognition Letters
Logic-oriented fuzzy clustering

Pattern Recognition Letters
Distributed unsupervised learning using the multisoft machine

Information Sciences—Informatics and Computer Science: An International Journal
Fuzzy and rough sets

Handbook of data mining and knowledge discovery
A People-Counting System Using a Hybrid RBF Neural Network

Neural Processing Letters
Neural and Wavelet Network Models for Financial Distress Classification

Data Mining and Knowledge Discovery
A method of face recognition based on fuzzy clustering and parallel neural networks

Signal Processing - Special section: Advances in signal processing-assisted cross-layer designs
Face recognition using point symmetry distance-based RBF network

Applied Soft Computing
Comparison of FCM, PCA and WT techniques for classification ECG arrhythmias using artificial neural network

Expert Systems with Applications: An International Journal
Genetic tolerance fuzzy neural networks: From data to fuzzy hyperboxes

Neurocomputing
Fuzzy vector quantization with the particle swarm optimization: A study in fuzzy granulation-degranulation information processing

Signal Processing
Output value-based initialization for radial basis function neural networks

Neural Processing Letters
Fuzzy modelling through logic optimization

International Journal of Approximate Reasoning
Face and palmprint pixel level fusion and Kernel DCV-RBF classifier for small sample biometric recognition

Pattern Recognition
Improving RBF networks performance in regression tasks by means of a supervised fuzzy clustering

Neurocomputing
Dynamic modular fuzzy neural classifier with tree-based structure identification

Neurocomputing
Information granulation as a basis of fuzzy modeling

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Collaborative clustering with the use of Fuzzy C-Means and its quantification

Fuzzy Sets and Systems
Increasing classification efficiency with multiple mirror classifiers

Expert Systems with Applications: An International Journal
Editorial: Special issue on Industrial Applications of Neural Networks

Information Sciences: an International Journal
Software Cost Estimation Models Using Radial Basis Function Neural Networks

Software Process and Product Measurement
A granular-oriented development of functional radial basis function neural networks

Neurocomputing
Application of multilayer perceptron and radial basis function neural networks in differentiating between chronic obstructive pulmonary and congestive heart failure diseases

Expert Systems with Applications: An International Journal
Using multilayer perceptrons as receptive fields in the design of neural networks

Neurocomputing
Development of Design Strategy for RBF Neural Network with the Aid of Context-Based FCM

ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
EMORBFN: An Evolutionary Multiobjetive Optimization Algorithm for RBFN Design

IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
A new RBF neural network with boundary value constraints

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on human computing
Clustering: A neural network approach

Neural Networks
A fuzzy clustering neural network architecture for classification of ECG arrhythmias

Computers in Biology and Medicine
Granular neural networks and their development through context-based clustering and adjustable dimensionality of receptive fields

IEEE Transactions on Neural Networks
Development of quantum-based adaptive neuro-fuzzy networks

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
CO$^2$RBFN for short-term forecasting of the extra virgin olive oil price in the Spanish market

International Journal of Hybrid Intelligent Systems - Hybrid Fuzzy Models
Auto-adaptive neural network tree structure based on complexity estimator

IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
CoEvRBFN: an approach to solving the classification problem with a hybrid cooperative-coevolutive algorithm

IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
The design methodology of radial basis function neural networks based on fuzzy K-nearest neighbors approach

Fuzzy Sets and Systems
Combining global model and local adaptive neuro-fuzzy network

ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
A fast multi-output RBF neural network construction method

Neurocomputing
An optimization of granular network by evolutionary methods

AIKED'10 Proceedings of the 9th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
The development of fuzzy radial basis function neural networks based on the concept of information ambiguity

Neurocomputing
Fuzzy clustering with semantically distinct families of variables: Descriptive and predictive aspects

Pattern Recognition Letters
Incremental modeling with rough and fine tuning method

Applied Soft Computing
Analysis of an evolutionary RBFN design algorithm, CO2RBFN, for imbalanced data sets

Pattern Recognition Letters
Conditional fuzzy clustering for blind channel equalization

Applied Soft Computing
A study on the medium-term forecasting using exogenous variable selection of the extra-virgin olive oil with soft computing methods

Applied Intelligence
Design of fuzzy radial basis function-based polynomial neural networks

Fuzzy Sets and Systems
A hybrid particle swarm optimization and its application in neural networks

Expert Systems with Applications: An International Journal
Knowledge extraction and representation using quantum mechanics and intelligent models

Expert Systems with Applications: An International Journal
A clustering algorithm for radial basis function neural network initialization

Neurocomputing
Linear regression model-guided clustering for training RBF networks for regression problems

WILF'03 Proceedings of the 5th international conference on Fuzzy Logic and Applications
Bayesian radial basis function neural network

IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Multiple neural network modeling method for carbon and temperature estimation in basic oxygen furnace

ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III
A novel training algorithm for RBF neural network using a hybrid fuzzy clustering approach

Fuzzy Sets and Systems
Calculus with fuzzy numbers

IMTCI'04 Proceedings of the Second international conference on Intelligent Media Technology for Communicative Intelligence
Genetic-Based granular radial basis function neural network

ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part I
Structural design of optimized polynomial radial basis function neural networks

ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part I
A novel locally regularized automatic construction method for RBF neural models

Neurocomputing
Active control of friction self-excited vibration using neuro-fuzzy and data mining techniques

Expert Systems with Applications: An International Journal
Design of context-FCM based RBF neural networks with the aid of data information granulation

Proceedings of the 2012 ACM Research in Applied Computation Symposium
Characterization of Concentrating Photovoltaic modules by cooperative competitive Radial Basis Function Networks

Expert Systems with Applications: An International Journal
Letters: A simple and effective algorithm for implementing particle swarm optimization in RBF network's design using input-output fuzzy clustering

Neurocomputing
On training RBF neural networks using input--output fuzzy clustering and particle swarm optimization

Fuzzy Sets and Systems
A hybrid-forecasting model reducing Gaussian noise based on the Gaussian support vector regression machine and chaotic particle swarm optimization

Information Sciences: an International Journal
Visualizing clusters in artificial neural networks using Morse theory

Advances in Artificial Neural Systems
A design of granular-oriented self-organizing hybrid fuzzy polynomial neural networks

Neurocomputing
Dynamic Fuzzy Neural Network Based Learning Algorithms for Ocular Artefact Reduction in EEG Recordings

Neural Processing Letters
Clustering with Missing Values

Fundamenta Informaticae

Quantified Score

Hi-index	0.01

Visualization

Abstract

This paper is concerned with the use of radial basis function (RBF) neural networks aimed at an approximation of nonlinear mappings from Rn to R. The study is devoted to the design of these networks, especially their layer composed of RBF, using the techniques of fuzzy clustering. Proposed is an idea of conditional clustering whose main objective is to develop clusters (receptive fields) preserving homogeneity of the clustered patterns with regard to their similarity in the input space as well as their respective values assumed in the output space. The detailed clustering algorithm is accompanied by extensive simulation studies