中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
A classification-based method to estimate event-related potentials from single trial EEG

文献类型:期刊论文

作者Huang ZH1,2,3; Li MH4; Zhou CL[*]1,2; Ma YY[*]4
刊名SCIENCE CHINA-LIFE SCIENCES
出版日期2012
卷号55期号:1页码:57-67
关键词classification spatial-temporal signal model optimization logistic regression SingleTrialEM
通讯作者dozero@xmu.edu.cn ; yuanma0716@vip.sina.com
合作状况其它
英文摘要A novel method based on machine learning is developed to estimate event-related potentials from single trial electroencephalography. This paper builds a basic framework using classification and an optimization model based on this framework for estimating event-related potentials. Then the SingleTrialEM algorithm is derived by introducing a logistic regression model, which could be obtained by training before SingleTrialEM is used, to instantiate the optimization model. The simulation tests demonstrate that the proposed method is correct and solid. The advantage of this method is verified by the comparison between this method and the Woody filter in simulation tests. Also, the cognitive test results are consistent with the conclusions of cognitive science.
收录类别SCI
资助信息This work was supported by the National Natural Science Foundation of China (Grant No. 30670669), National Basic Research Program of China (Grant No. 2007CB947703), Natural Science Foundation of Fujian Prov- ince (Grant No. 2011J01344), and Science and Technology Development Foundation of Fuzhou University (Grant No. 2009-XQ-25).
语种英语
WOS记录号WOS:000300289900010
公开日期2012-03-20
源URL[http://159.226.149.42:8088/handle/353002/6890]  
专题昆明动物研究所_认知障碍病理学
作者单位1.Cognitive Science Department, Xiamen University, Xiamen 361005, China
2.Fujian Key Laboratory of the Brain-like Intelligent Systems (Xiamen University), Xiamen 361005, China
3.College of Mathematics and Computer Science, Fuzhou University, Fuzhou 350108, China
4.Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming 650223, China
推荐引用方式
GB/T 7714
Huang ZH,Li MH,Zhou CL[*],et al. A classification-based method to estimate event-related potentials from single trial EEG[J]. SCIENCE CHINA-LIFE SCIENCES,2012,55(1):57-67.
APA Huang ZH,Li MH,Zhou CL[*],&Ma YY[*].(2012).A classification-based method to estimate event-related potentials from single trial EEG.SCIENCE CHINA-LIFE SCIENCES,55(1),57-67.
MLA Huang ZH,et al."A classification-based method to estimate event-related potentials from single trial EEG".SCIENCE CHINA-LIFE SCIENCES 55.1(2012):57-67.

入库方式: OAI收割

来源:昆明动物研究所

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