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正交尺度小波网络在我国税收预测中的应用 被引量:6

The Application of Wavelet Neural Network Based on Orthogonal Scaling Function in Tax Forecasting
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摘要 提出一种用正交尺度函数代替RBF网络中的激活函数的小波网络,给出相应小波网络学习算法;并以我国1978~2001年的税收数据为样本进行税收模拟预测,预测结果表明,该模型预测误差低于普通BP网络。 In this paper, a wavelet-based neural network is given. The structure of this network is similar to that of the radial basis function (RBF) network, except that here the radial basis functions are replaced by orthogonal scaling functions. Furthermore, the paper proposes the algorithms for the wavelet network. Finally, a tax forecasting based on the sample of tax data (1978-2001) in China is presented, which shows that the forecasting error is less than that of BP network.
出处 《系统工程理论方法应用》 北大核心 2006年第1期54-56,70,共4页 Systems Engineering Theory·Methodology·Applications
关键词 小波神经网络 正交小波 税收预测 wavelet neural network orthogonal wavelet tax forecasting
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参考文献4

  • 1张新红.正交尺度小波网络及在非线性经济系统预测中的应用[J].运筹与管理,2002,11(6):99-103. 被引量:8
  • 2Zhang Jun, Walter Gilber G. Wavelet neural network for function learning [J]. IEEE Transaction on Signal Processing, 1995,43(6):1485- 1495.
  • 3Hansen J V, Nelson R D. Neural network and traditional time series methods: A synergistic combination in state economic forecasts [J]. IEEE Transaction on Neural Networks, 1997,8 (4) : 863- 873.
  • 4.2001中国经济年鉴[M].北京:中国经济年鉴出版社,2001..

二级参考文献2

  • 1Zhang jun, Walter Gilber G. Wavelet Neural Network for Function Learning[J].IEEE Transaction on Signal Processing. Vol.43.No.6.June 1995:1485-1495.
  • 2Hansen J V, Nelson R D. Neural Network and traditional time series methods: a synergistic combination in state economic forecasts[J].IEEE Transaction on Neural networks.1997,8(4):863-873.

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