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Research and development of neural network ensembles: a survey

文献类型：期刊论文

作者Li, Hui4; Wang, Xuesong3; Ding, Shifei1,2
刊名ARTIFICIAL INTELLIGENCE REVIEW
出版日期2018-04-01
卷号49期号:4页码:455-479
关键词Artificial neural networks (ANNs) Granular computing (GrC) Neural network ensemble (NNE)
ISSN号0269-2821
DOI10.1007/s10462-016-9535-1
英文摘要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.
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
语种英语
WOS记录号WOS:000426912500001
出版者SPRINGER
源URL[http://119.78.100.204/handle/2XEOYT63/5686]  
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.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
2.China Univ Min & Technol, Sch Comp Sci & Technol, Xuzhou 221116, Jiangsu, Peoples R China
3.China Univ Min & Technol, Sch Informat & Elect Engn, Xuzhou 221116, Jiangsu, Peoples R China
4.Jiangsu Normal Univ, Sch Comp Sci & Technol, Xuzhou 221116, Jiangsu, 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.

入库方式： OAI收割

来源：计算技术研究所

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