Signal Processing - Special issue: Genomic signal processing
IEA/AIE'2003 Proceedings of the 16th international conference on Developments in applied artificial intelligence
Robust Full Bayesian Learning for Radial Basis Networks
Neural Computation
Adaptive fuzzy wavelet network control design for nonlinear systems
Fuzzy Sets and Systems
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Wavelet filtering for prediction in time series analysis
WAMUS'10 Proceedings of the 10th WSEAS international conference on Wavelet analysis and multirate systems
Evolutionay wavelet networks for statistical time series analysis
WAMUS'10 Proceedings of the 10th WSEAS international conference on Wavelet analysis and multirate systems
Fuzzy wavelet neural network models for prediction and identification of dynamical systems
IEEE Transactions on Neural Networks
Study on application server aging prediction based on wavelet network with hybrid genetic algorithm
ISPA'06 Proceedings of the 4th international conference on Parallel and Distributed Processing and Applications
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Radial wavelet networks have been proposed previously as a method for nonparametric regression. We analyze their performance within a Bayesian framework. We derive probability distributions over both the dimension of the networks and the network coefficients by placing a prior on the degrees of freedom of the model. This process bypasses the need to test or select a finite number of networks during the modeling process. Predictions are formed by mixing over many models of varying dimension and parameterization. We show that the complexity of the models adapts to the complexity of the data and produces good results on a number of benchmark test series