| A classification-based method to estimate event-related potentials from single trial EEG | |
| Huang ZH1,2,3; Li MH4; Zhou CL*1,2; Ma YY*4; dozero@xmu.edu.cn | |
| 2012 | |
| 发表期刊 | SCIENCE CHINA-LIFE SCIENCES
 |
| 卷号 | 55期号:1页码:57-67 |
| 合作性质 | 其它 |
| 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. |
| 关键词 | Classification Spatial-temporal Signal Model Optimization Logistic Regression Singletrialem |
| 资助者 | 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). ; 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). ; 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). ; 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). |
| 收录类别 | SCI |
| 语种 | 英语 |
| 资助者 | 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). ; 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). ; 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). ; 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). |
| WOS记录号 | WOS:000300289900010 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.kiz.ac.cn/handle/353002/6890 |
| 专题 | 认知障碍病理学 |
| 通讯作者 | dozero@xmu.edu.cn |
| 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*,&dozero@xmu.edu.cn.(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. |
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