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- Yan Xiong, Wei Wu, Xidai Kang, Chao Zhang
- Neural Computation
- 2007

A pi-sigma network is a class of feedforward neural networks with product units in the output layer. An online gradient algorithm is the simplest and most often used training method for feedforward neural networks. But there arises a problem when the online gradient algorithm is used for pi-sigma networks in that the update increment of the weights may… (More)

- Xidai Kang, Yan Xiong, Chao Zhang, Wei Wu
- 2007 IEEE Symposium on Foundations of…
- 2007

An online gradient method is presented and discussed for Pi-Sigma neural networks with stochastic inputs. The error function is proved to be monotone in the training process, and the gradient of the error function tends to zero if the weights sequence is uniformly bounded. Furthermore, after adding a moderate condition, the weights sequence itself is also… (More)

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