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4篇 您的检索式:作者名="Muzhou HOU"
    题名 作者 年代 出处 被引量
1The multidimensional function approximation based on constructive wavelet RBF neural network 显示文摘Hou Muzhou Han Xuli 2011Applied Soft Computing2011,11,2:1
2Constructive Approximation to Multivariate Function by Decay RBF Neural Network显示文摘Muzhou Hou and Xuli Han 2010IEEE Transaction on Neural Networks2010,12,9:1
3Constructive ap- proximation to real function by wavelet neural networks 显示文摘Hou Muzhou Han Xuli Gao Yixuan 2009Neural Computing & Applications2009,18,8:1
4Forecasting time series with optimal neural networks using multi-objective optimization algorithm based on AICc显示文摘In this letter,time series forecasting using optimal neural networks with optimal performance of generalization and stability is studied.After analyzing the reasons for over-fitting and instability of neural networks,in order to find the optimal NNs (neural networks)architecture,we consider minimizing three objective index:average training AICc (ATRAICc),average testing AICc (ATEAICc)and testing error variance AICc (VAAICc)based on Akaike information criterion theory.Then we built a multi-objective optimization model and proved the existence and uniqueness theorem of optimal solution.After determining the searching interval, a multi-objective optimization algorithm for optimal neural network architecture based on AICc (ONNAICc)with optimal generalization and stability is constructed to solve above model.Muzhou HOU Yunlei YANG Taohua LIU Wenping PENG 2018Frontiers of Computer Science2018,12,6:0
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