The united adaptive learning algorithm for the link weights and shape parameter in RBFN for pattern recognition
文献类型：期刊论文
| 作者 | Huang, DS |
| 刊名 | INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
 |
| 出版日期 | 1997-09-01 |
| 卷号 | 11期号:6页码:873-888 |
| 关键词 | Neural Networks Recognition Radial Basis Function Network Gaussian Kernel Function Shape Parameter Forgotten Factor Recursive Least Squares Adaptive Gradient Descending One-dimensional Image |
| 英文摘要 | This paper proposes a united training method of the link weights of the Gaussian radial basis function networks (GRBFN) and the shape parameter or of the RBF. The training method corresponding to the former is a kind of recursive least squares backpropagation (RLS-BP) learning algorithm which is an accurately recursive method, the training method corresponding to the latter is an adaptive gradient descending (AGD) searching algorithm which is an approximately approaching method. We use the one-dimensional images of radar targets to study the effect of the shape parameter alpha on the rate of recognition, and survey the changes of the shape parameter alpha s of radial basis functions corresponding to different hidden nodes, and present the judgement confidence curves of different radar targets. In addition, the forgotten factor lambda which makes the effects on the speed of convergence is also discussed. The experimental results are presented. |
| 语种 | 英语 |
| WOS记录号 | WOS:A1997YC99200002 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/21912]  |
| 专题 | 自动化研究所_09年以前成果 |
| 作者单位 | CHINESE ACAD SCI, INST AUTOMAT, NATL LAB PATTERN RECOGNIT, BEIJING 100080, PEOPLES R CHINA |
| 推荐引用方式 GB/T 7714 | Huang, DS. The united adaptive learning algorithm for the link weights and shape parameter in RBFN for pattern recognition[J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,1997,11(6):873-888. |
| APA | Huang, DS.(1997).The united adaptive learning algorithm for the link weights and shape parameter in RBFN for pattern recognition.INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,11(6),873-888. |
| MLA | Huang, DS."The united adaptive learning algorithm for the link weights and shape parameter in RBFN for pattern recognition".INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE 11.6(1997):873-888. |
入库方式： OAI收割
来源：自动化研究所
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