Research of neural network algorithm based on factor analysis and cluster analysis

doi:10.1007/s00521-010-0416-2

	Research of neural network algorithm based on factor analysis and cluster analysis
	Ding, Shifei 1,2; Jia, Weikuan 1; Su, Chunyang 1; Zhang, Liwen 1; Liu, Lili 1
	2011-03-01
发表期刊	NEURAL COMPUTING & APPLICATIONS
ISSN	0941-0643
卷号	20 期号:2 页码:297-302
摘要	Aiming at the large sample with high feature dimension, this paper proposes a back-propagation (BP) neural network algorithm based on factor analysis (FA) and cluster analysis (CA), which is combined with the principles of FA and CA, and the architecture of BP neural network. The new algorithm reduces the feature dimensionality of the initial data through FA to simplify the network architecture; then divides the samples into different sub-categories through CA, trains the network so as to improve the adaptability of the network. In application, it is first to classify the new samples, then using the corresponding network to predict. By an experiment, the new algorithm is significantly improved at the aspect of its prediction precision. In order to test and verify the validity of the new algorithm, we compare it with BP algorithms based on FA and CA.
关键词	Artificial neural network (ANN) Factor analysis (FA) Cluster analysis (CA) FA-CA-BP network
DOI	10.1007/s00521-010-0416-2
收录类别	SCI
语种	英语
资助项目	(Natural Science Foundation) of Jiangsu Province of China[BK2009093] ; National Nature Science Foundation of China[60975039]
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000287453500013
出版者	SPRINGER
引用统计	被引频次：27[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/13079
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.China Univ Min & Technol, Sch Comp Sci & Technol, Xuzhou 221008, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Ding, Shifei,Jia, Weikuan,Su, Chunyang,et al. Research of neural network algorithm based on factor analysis and cluster analysis[J]. NEURAL COMPUTING & APPLICATIONS,2011,20(2):297-302.
APA	Ding, Shifei,Jia, Weikuan,Su, Chunyang,Zhang, Liwen,&Liu, Lili.(2011).Research of neural network algorithm based on factor analysis and cluster analysis.NEURAL COMPUTING & APPLICATIONS,20(2),297-302.
MLA	Ding, Shifei,et al."Research of neural network algorithm based on factor analysis and cluster analysis".NEURAL COMPUTING & APPLICATIONS 20.2(2011):297-302.