A Novel Spatial Architecture Artificial Neural Network Based on Multilayer Feedforward Network with Mutual Inhibition among Hidden Units
文献类型：会议论文
| 作者 | Yang G(杨刚); Junfei Qiao; Yuan MZ(苑明哲)
|
| 出版日期 | 2011 |
| 会议名称 | 8th International Symposium on Neural Networks, ISNN 2011 |
| 会议日期 | May 29 - June 1, 2011 |
| 会议地点 | Guilin, China |
| 关键词 | multilayer feedforward network spatial span connection lateral inhibition mechanism. |
| 页码 | 495-504 |
| 中文摘要 | We propose a Spatial Artificial Neural Network (SANN) with spatial architecture which consists of a multilayer feedforward neural network with hidden units adopt recurrent lateral inhibition connection, all input and hidden neurons have synapses connections with the output neurons. In addition, a supervised learning algorithm based on error back propagation is developed. The proposed network has shown a superior generalization capability in simulations with pattern recognition and non-linear function approximation problems. And, the experimental also shown that SANN has the capability of avoiding local minima problem. |
| 收录类别 | EI ; CPCI（ISTP） |
| 产权排序 | 2 |
| 会议录 | Advances in Neural Networks - ISSN 2011. Proceedings of the 8th International Symposium on Neural Networks, ISNN 2011
 |
| 会议录出版者 | Springer Verlag |
| 会议录出版地 | Berlin, Germany |
| 语种 | 英语 |
| ISBN号 | 978-3-642-21104-1 |
| WOS记录号 | WOS:000301802600057 |
| 源URL | [http://ir.sia.cn/handle/173321/8311]  |
| 专题 | 沈阳自动化研究所_工业信息学研究室 |
| 推荐引用方式 GB/T 7714 | Yang G,Junfei Qiao,Yuan MZ. A Novel Spatial Architecture Artificial Neural Network Based on Multilayer Feedforward Network with Mutual Inhibition among Hidden Units[C]. 见:8th International Symposium on Neural Networks, ISNN 2011. Guilin, China. May 29 - June 1, 2011. |
入库方式： OAI收割
来源：沈阳自动化研究所
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