A Fast Globally Supervised Learning Algorithm for Gaussian Mixture Models
WAIM '00 Proceedings of the First International Conference on Web-Age Information Management
Neural Networks, Clustering Techniques, and Function Approximation Problems
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
RBF Neural Networks, Multiobjective Optimization and Time Series Forecasting
IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Connectionist Models of Neurons, Learning Processes and Artificial Intelligence-Part I
Pattern Recognition and Neural Networks
Machine Learning and Its Applications, Advanced Lectures
RBF Networks Exploiting Supervised Data in the Adaptation of Hidden Neuron Parameters
AI*IA 01 Proceedings of the 7th Congress of the Italian Association for Artificial Intelligence on Advances in Artificial Intelligence
Fast Recognition of Musical Genres Using RBF Networks
IEEE Transactions on Knowledge and Data Engineering
A neural network classification of credit applicants in consumer credit scoring
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
International Journal of Approximate Reasoning
No-reference JPEG-image quality assessment using GAP-RBF
Signal Processing
Output value-based initialization for radial basis function neural networks
Neural Processing Letters
Improved GAP-RBF network for classification problems
Neurocomputing
New Radial Basis Function Neural Network Training for Nonlinear and Nonstationary Signals
Computational Intelligence and Security
On-Line T-S Fuzzy Model Identification with Growing and Pruning Rules
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks
Modelling of Dynamic Systems Using Generalized RBF Neural Networks Based on Kalman Filter Mehtod
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks
A First Approach to Birth Weight Prediction Using RBFNNs
IWINAC '07 Proceedings of the 2nd international work-conference on The Interplay Between Natural and Artificial Computation, Part I: Bio-inspired Modeling of Cognitive Tasks
Predicting the Presence of Oil Slicks After an Oil Spill
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
A WeVoS-CBR Approach to Oil Spill Problem
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
Comparison procedure of predicting the time to default in behavioural scoring
Expert Systems with Applications: An International Journal
Comparison of intelligent systems in detecting a child's mathematical gift
Computers & Education
A new CBR approach to the oil spill problem
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
MACSDE: Multi-Agent Contingency Response System for Dynamic Environments
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Clustering: A neural network approach
Neural Networks
Diagnosis of Cervical Cancer Using the Median M-Type Radial Basis Function (MMRBF) Neural Network
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
Applying multiobjective RBFNNs optimization and feature selection to a mineral reduction problem
Expert Systems with Applications: An International Journal
A forecasting solution to the oil spill problem based on a hybrid intelligent system
Information Sciences: an International Journal
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
Surface modelling with radial basis functions neural networks using virtual environments
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Radial basis function neural network based on order statistics
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Median M-type radial basis function neural network
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Modeling children's mathematical gift by neural networks and logistic regression
Expert Systems with Applications: An International Journal
Using unsupervised analysis to constrain generalization bounds for support vector classifiers
IEEE Transactions on Neural Networks
POFGEC: growing neural network of classifying potential function generators
International Journal of Knowledge Engineering and Soft Data Paradigms
Online discovery of Heart Rate Variability patterns in mobile healthcare services
Journal of Systems and Software
Prediction of influenza vaccination outcome by neural networks and logistic regression
Journal of Biomedical Informatics
A neural-fuzzy modelling framework based on granular computing: Concepts and applications
Fuzzy Sets and Systems
CROS: A Contingency Response multi-agent system for Oil Spills situations
Applied Soft Computing
Global models for patient-ventilator interactions in noninvasive ventilation with asynchronies
Computers in Biology and Medicine
Radial basis function neural network based approach to test oracle
ACM SIGSOFT Software Engineering Notes
Competitive repetition-suppression (core) learning
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
A fuzzy-possibilistic fuzzy ruled clustering algorithm for RBFNNs design
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
A possibilistic approach to RBFN centers initialization
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
A shot boundary detection method for news video based on rough sets and fuzzy clustering
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
GAP-RBF based NR image quality measurement for JPEG coded images
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
A hybrid artificial intelligence sales-forecasting system in the convenience store industry
Human Factors in Ergonomics & Manufacturing
Reformulating Learning Vector Quantization and Radial Basis Neural Networks
Fundamenta Informaticae
Radial basis function neural networks applied to efficient QRST cancellation in atrial fibrillation
Computers in Biology and Medicine
(OBIFS) isotropic image analysis for improving a predicting agent based systems
Expert Systems with Applications: An International Journal
Neural Processing Letters
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This paper proposes a framework for constructing and training radial basis function (RBF) neural networks. The proposed growing radial basis function (GRBF) network begins with a small number of prototypes, which determine the locations of radial basis functions. In the process of training, the GRBF network gross by splitting one of the prototypes at each growing cycle. Two splitting criteria are proposed to determine which prototype to split in each growing cycle. The proposed hybrid learning scheme provides a framework for incorporating existing algorithms in the training of GRBF networks. These include unsupervised algorithms for clustering and learning vector quantization, as well as learning algorithms for training single-layer linear neural networks. A supervised learning scheme based on the minimization of the localized class-conditional variance is also proposed and tested. GRBF neural networks are evaluated and tested on a variety of data sets with very satisfactory results