Functional equivalence between radial basis function networks and fuzzy inference systems

Authors:
J. -S.R. Jang;C. -T. Sun
Affiliations:
Dept. of Electr. & Comput. Sci., California Univ., Berkeley, CA;-
Venue:
IEEE Transactions on Neural Networks
Year:
1993

Citing 0
Cited 37

Generating fuzzy membership function with self-organizing feature map

Pattern Recognition Letters
A fuzzy Actor-Critic reinforcement learning network

Information Sciences: an International Journal
Adaptive network-based fuzzy inference system vs. other classification algorithms for warped LPC-based speech/music discrimination

Engineering Applications of Artificial Intelligence
Support vector fuzzy adaptive network in regression analysis

Computers & Mathematics with Applications
An in-process customer utility prediction system for product conceptualisation

Expert Systems with Applications: An International Journal
Adaptive multi-model sliding mode control of robotic manipulators using soft computing

Neurocomputing
Low-level interpretability and high-level interpretability: a unified view of data-driven interpretable fuzzy system modelling

Fuzzy Sets and Systems
Nonlinear system identification: From multiple-model networks to Gaussian processes

Engineering Applications of Artificial Intelligence
Extracting symbolic knowledge from recurrent neural networks---A fuzzy logic approach

Fuzzy Sets and Systems
An experimental study of the extended NRBF regression model and its enhancement for classification problem

Neurocomputing
Determining turbulent flow friction coefficient using adaptive neuro-fuzzy computing technique

Advances in Engineering Software
Automated process adjustments of chip cutting operations using neural network and statistical approaches

Expert Systems with Applications: An International Journal
Technical data mining with evolutionary radial basis function classifiers

Applied Soft Computing
Using multilayer perceptrons as receptive fields in the design of neural networks

Neurocomputing
TS-fuzzy system-based support vector regression

Fuzzy Sets and Systems
An adaptive neuro-fuzzy model for prediction of student's academic performance

Computers and Industrial Engineering
Comparison of generalization ability on solving differential equations using backpropagation and reformulated radial basis function networks

Neurocomputing
Sequential Adaptive Fuzzy Inference System (SAFIS) for nonlinear system identification and prediction

Fuzzy Sets and Systems
The design methodology of radial basis function neural networks based on fuzzy K-nearest neighbors approach

Fuzzy Sets and Systems
So near and yet so far: New insight into properties of some well-known classifier paradigms

Information Sciences: an International Journal
Dynamic reconstruction of nonlinear v-i characteristic in electric arc furnaces using adaptive neuro-fuzzy rule-based networks

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

Pattern Recognition Letters
The TaSe-NF model for function approximation problems: Approaching local and global modelling

Fuzzy Sets and Systems
Prediction of magnetic field near power lines by normalized radial basis function network

Advances in Engineering Software
Knowledge-based approach to septic shock patient data using a neural network with trapezoidal activation functions

Artificial Intelligence in Medicine
Evaluating direction-of-change forecasting: Neurofuzzy models vs. neural networks

Mathematical and Computer Modelling: An International Journal
Optimised PWL recursive approximation and its application to neuro-fuzzy systems

Mathematical and Computer Modelling: An International Journal
A meta-cognitive sequential learning algorithm for neuro-fuzzy inference system

Applied Soft Computing
LFTM, linguistic fuzzy trust mechanism for distributed networks

Concurrency and Computation: Practice & Experience
New Online Self-Evolving Neuro Fuzzy controller based on the TaSe-NF model

Information Sciences: an International Journal
Fuzzy-Rule Based Adaptive Data Warehouse: An Extension of Data Warehouse as Knowledge Warehouse

International Journal of Applied Evolutionary Computation
A novel self-constructing Radial Basis Function Neural-Fuzzy System

Applied Soft Computing
Data driven modeling based on dynamic parsimonious fuzzy neural network

Neurocomputing
Granular computing neural-fuzzy modelling: A neutrosophic approach

Applied Soft Computing
On the equivalence between generalized ellipsoidal basis function neural networks and t-s fuzzy systems

ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part II
Fuzzy Radial Basis Function Neural Networks with information granulation and its parallel genetic optimization

Fuzzy Sets and Systems
Decision support systems in Wireless Capsule Endoscopy: Revisited

Intelligent Decision Technologies

Quantified Score

Hi-index	0.01

Visualization

Abstract

It is shown that, under some minor restrictions, the functional behavior of radial basis function networks (RBFNs) and that of fuzzy inference systems are actually equivalent. This functional equivalence makes it possible to apply what has been discovered (learning rule, representational power, etc.) for one of the models to the other, and vice versa. It is of interest to observe that two models stemming from different origins turn out to be functionally equivalent