Research and development of neural network ensembles: a survey

doi:10.1007/s10462-016-9535-1

	Research and development of neural network ensembles: a survey
	Li, Hui 1; Wang, Xuesong 2; Ding, Shifei 3,4
	2018-04-01
发表期刊	ARTIFICIAL INTELLIGENCE REVIEW
ISSN	0269-2821
卷号	49 期号:4 页码:455-479
摘要	A Neural Network Ensemble (NNE) combines the outputs of several individually trained neural networks in order to improve generalization performance. This article summarizes different approaches on the development and the latest studies on NNE. The introduction of the basic principles of NNE is followed by detailed descriptions of individual neural network generation method, conclusion generation method and fusion based on granular computing and NNE. In addition, for each of these methods we provide a short taxonomy in terms of their relevant characteristics, and analyze several of NNE applications, classic algorithms and contributions on various fields.
关键词	Artificial neural networks (ANNs) Granular computing (GrC) Neural network ensemble (NNE)
DOI	10.1007/s10462-016-9535-1
收录类别	SCI
语种	英语
资助项目	Fundamental Research Funds for the Central Universities[2013RC10] ; National Natural Science Foundation of China[61379101] ; National Natural Science Foundation of China[61472424] ; Natural Science Foundation of Jiangsu Normal University[14XLA12] ; National Key Basic Research Program of China[2013CB329502]
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000426912500001
出版者	SPRINGER
引用统计	被引频次：49[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/2XEOYT63/5687
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Li, Hui
作者单位	1.Jiangsu Normal Univ, Sch Comp Sci & Technol, Xuzhou 221116, Jiangsu, Peoples R China 2.China Univ Min & Technol, Sch Informat & Elect Engn, Xuzhou 221116, Jiangsu, Peoples R China 3.China Univ Min & Technol, Sch Comp Sci & Technol, Xuzhou 221116, Jiangsu, Peoples R China 4.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Li, Hui,Wang, Xuesong,Ding, Shifei. Research and development of neural network ensembles: a survey[J]. ARTIFICIAL INTELLIGENCE REVIEW,2018,49(4):455-479.
APA	Li, Hui,Wang, Xuesong,&Ding, Shifei.(2018).Research and development of neural network ensembles: a survey.ARTIFICIAL INTELLIGENCE REVIEW,49(4),455-479.
MLA	Li, Hui,et al."Research and development of neural network ensembles: a survey".ARTIFICIAL INTELLIGENCE REVIEW 49.4(2018):455-479.