Optimization feature compression and FNN realization
文献类型：期刊论文
| 作者 | Ding, Shifei; Wang, Yuncheng; Shi, Zhongzhi; Jin, Fengxiang |
| 刊名 | INTELLIGENT CONTROL AND AUTOMATION
 |
| 出版日期 | 2006 |
| 卷号 | 344页码:951-956 |
| 关键词 | pattern recognition optimization feature compression entropy density function (EDF) representation entropy (RE) feedforward neural network (FNN) |
| ISSN号 | 0170-8643 |
| 英文摘要 | Feature compression is one of the most importmant steps in pattern recognition. In this paper, based on minimum squared error (MSE) rule, we first give discrete K-L transform (DKLT). According to idea of entropy function, we propose two new entropy functions-entropy density function (EDF) and representation entropy (RE), by which we can metricize information content of data matrix X. Secondly, an optimization feature compression is put forward and information compression degree is measured by feature compression rate (FCR) and accumulated feature compression rate (AFCR) proposed by authors firstly. In the end, we give an adaptive feedforward neural network (FNN) and improved adaptive FNN to realize optimization feature compression This method can be applied in Biology, Biomathematics, Ecology, and Bioinformation Science and so on for optimization feature compression. |
| WOS研究方向 | Automation & Control Systems ; Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000240383400124 |
| 出版者 | SPRINGER-VERLAG BERLIN |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/10675]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Ding, Shifei |
| 作者单位 | 1.Shandong Agr Univ, Coll Informat Sci & Engn, Tai An 271018, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100080, Peoples R China 3.Shandong Univ Sci & Technol, Coll Geoinformat Sci & Engn, Qingdao 266510, Peoples R China |
| 推荐引用方式 GB/T 7714 | Ding, Shifei,Wang, Yuncheng,Shi, Zhongzhi,et al. Optimization feature compression and FNN realization[J]. INTELLIGENT CONTROL AND AUTOMATION,2006,344:951-956. |
| APA | Ding, Shifei,Wang, Yuncheng,Shi, Zhongzhi,&Jin, Fengxiang.(2006).Optimization feature compression and FNN realization.INTELLIGENT CONTROL AND AUTOMATION,344,951-956. |
| MLA | Ding, Shifei,et al."Optimization feature compression and FNN realization".INTELLIGENT CONTROL AND AUTOMATION 344(2006):951-956. |
入库方式： OAI收割
来源：计算技术研究所
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