Effects of the number of hidden nodes used in a structured-based neural network on the reliability of image classification
文献类型：期刊论文
| 作者 | Weibao Zou; Yan Li; Arthur Tang |
| 刊名 | NEURAL COMPUTING & APPLICATIONS
 |
| 出版日期 | 2009 |
| 卷号 | 18页码:249–260 |
| 英文摘要 | A structured-based neural network (NN) with backpropagation through structure (BPTS) algorithm is conducted for image classification in organizing alarge image database, which is a challenging problem under investigation. Many factors can affect the results of image classification. One of the most important factors is the architecture of a NN, which consists of input layer, hidden layer and output layer. In this study, only the numbers of nodes inhidden layer (hidden nodes) of a NN are considered. Other factors are kept unchanged. Two groups of experiments including 2,940 images in each group are used for the analysis. The assessment of the effects for the first group is carried out with features described by image intensities, and, the second group uses features described by wavelet coefficients. Experimental results demonstrate that the effects of the numbers of hidden nodes on thereliability of classification are significant and non-linear. When the number of hidden nodes is 17, the classification rate on training set is up to 95%, and arrives at 90% on the testing set. The results indicate that 17 is an appropriate choice for the number of hidden nodes for the image classification when astructured-based NN with BPTS algorithm is applied. |
| 收录类别 | SCI |
| 原文出处 | http://download.springer.com/static/pdf/446/art%253A10.1007%252Fs00521-008-0177-3.pdf?auth66=1427083200_7acfead32e10c6927bce87b4c8ede311&ext=.pdf |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/2536]  |
| 专题 | 深圳先进技术研究院_医工所 |
| 作者单位 | NEURAL COMPUTING & APPLICATIONS |
| 推荐引用方式 GB/T 7714 | Weibao Zou,Yan Li,Arthur Tang. Effects of the number of hidden nodes used in a structured-based neural network on the reliability of image classification[J]. NEURAL COMPUTING & APPLICATIONS,2009,18:249–260. |
| APA | Weibao Zou,Yan Li,&Arthur Tang.(2009).Effects of the number of hidden nodes used in a structured-based neural network on the reliability of image classification.NEURAL COMPUTING & APPLICATIONS,18,249–260. |
| MLA | Weibao Zou,et al."Effects of the number of hidden nodes used in a structured-based neural network on the reliability of image classification".NEURAL COMPUTING & APPLICATIONS 18(2009):249–260. |
入库方式： OAI收割
来源：深圳先进技术研究院
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