Deep Extreme Learning Machine and Its Application in EEG Classification

doi:10.1155/2015/129021

	Deep Extreme Learning Machine and Its Application in EEG Classification
	Ding, Shifei 1,2; Zhang, Nan 1,2; Xu, Xinzheng 1,2; Guo, Lili 1,2; Zhang, Jian 1,2
	2015
发表期刊	MATHEMATICAL PROBLEMS IN ENGINEERING
ISSN	1024-123X
页码	11
摘要	Recently, deep learning has aroused wide interest in machine learning fields. Deep learning is a multilayer perceptron artificial neural network algorithm. Deep learning has the advantage of approximating the complicated function and alleviating the optimization difficulty associated with deep models. Multilayer extreme learning machine (MLELM) is a learning algorithm of an artificial neural network which takes advantages of deep learning and extreme learning machine. Not only does MLELM approximate the complicated function but it also does not need to iterate during the training process. We combining with MLELM and extreme learning machine with kernel (KELM) put forward deep extreme learning machine (DELM) and apply it to EEG classification in this paper. This paper focuses on the application of DELM in the classification of the visual feedback experiment, using MATLAB and the second brain-computer interface (BCI) competition datasets. By simulating and analyzing the results of the experiments, effectiveness of the application of DELM in EEG classification is confirmed.
DOI	10.1155/2015/129021
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[61379101] ; National Key Basic Research Program of China[2013CB329502] ; Natural Science Foundation of Jiangsu Province[BK20130209] ; Fundamental Research Funds for the Central Universities[2013XK10]
WOS研究方向	Engineering ; Mathematics
WOS类目	Engineering, Multidisciplinary ; Mathematics, Interdisciplinary Applications
WOS记录号	WOS:000356700900001
出版者	HINDAWI PUBLISHING CORPORATION
引用统计	被引频次：96[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/2XEOYT63/9676
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 221116, Peoples R China 2.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	Ding, Shifei,Zhang, Nan,Xu, Xinzheng,et al. Deep Extreme Learning Machine and Its Application in EEG Classification[J]. MATHEMATICAL PROBLEMS IN ENGINEERING,2015:11.
APA	Ding, Shifei,Zhang, Nan,Xu, Xinzheng,Guo, Lili,&Zhang, Jian.(2015).Deep Extreme Learning Machine and Its Application in EEG Classification.MATHEMATICAL PROBLEMS IN ENGINEERING,11.
MLA	Ding, Shifei,et al."Deep Extreme Learning Machine and Its Application in EEG Classification".MATHEMATICAL PROBLEMS IN ENGINEERING (2015):11.