Chinese Journal of Stereology and Image Analysis · 2001 · 14 citations · 0 references
ComputingComputer ScienceMachine LearningNeural EngineeringOptimizationDigital Signal ProcessingNeural NetworksNeural Signal ProcessingOptimization For Machine LearningPattern RecognitionSignal ProcessingLocal OptimizationMultiresolution AnalysisWavelet AnalysisWavelet Transform
Wavelet neural network is a kind of neural networks, which can closely combine wavelet theory with neural network theory, and avoid the blindness of framework designs for BP neural networks and the problem of nonlinear optimizations, such as local optimization. So it can greatly simplify the training of neural networks. It has good abilities of function learning and dissemination with a vast range of prospects for application. The theories of wavelet transformation and multiresolution analysis are expounded, and then the mathematical model for the wavelet neural networks and its applications are introduced.