Residential College | false |
Status | 已發表Published |
Comparison of Different Classification Methods for EEG-Based Brain Computer Interfaces: A Case Study | |
Boyu Wang; Chi Man Wong; Feng Wan; Peng Un Mak; Pui In Mak; Mang I Vai | |
2009-11-23 | |
Conference Name | IEEE International Conference on Information and Automation (ICIA 2009) |
Source Publication | 2009 IEEE International Conference on Information and Automation, ICIA 2009 |
Pages | 1416-1421 |
Conference Date | 22-24 June 2009 |
Conference Place | Zhuhai, Macau, China |
Country | China |
Publisher | IEEE |
Abstract | The performances of different off-line methods for two different Electroencephalograph (EEG) signal classification tasks - motor imagery and finger movement, are investigated in this paper. The classifiers based on linear discriminant analysis (LDA), quadratic discriminant analysis (QDA), kernel fisher discriminant (KFD), support vector machine (SVM), multilayer perceptron (MLP), learning vector quantization (LVQ) neural network, k-nearest neighbor (k-NN), and decision tree (DT), are compared in terms of classification accuracy. The main purpose of this paper is to provide a fair and extensive comparison of some commonly employed classification methods under the same conditions so that the assessment of different classifiers will be more convictive. As a result, a guideline for choosing appropriate algorithms for EEG classification tasks is provided. |
DOI | 10.1109/ICINFA.2009.5205138 |
URL | View the original |
Indexed By | EI |
Language | 英語English |
WOS Research Area | Automation & Control Systems ; Computer Science ; Engineering |
WOS Subject | Automation & Control Systems ; Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic |
WOS ID | WOS:000277076800253 |
Scopus ID | 2-s2.0-70449671251 |
Fulltext Access | |
Citation statistics | |
Document Type | Conference paper |
Collection | Faculty of Science and Technology DEPARTMENT OF ELECTRICAL AND COMPUTER ENGINEERING |
Corresponding Author | Feng Wan |
Affiliation | Department of Electrical and Electronics Engineering, Faculty of Science and Technology, University of Macau, Av. Padre Tomás Pereira,Taipa, Macau. |
First Author Affilication | Faculty of Science and Technology |
Corresponding Author Affilication | Faculty of Science and Technology |
Recommended Citation GB/T 7714 | Boyu Wang,Chi Man Wong,Feng Wan,et al. Comparison of Different Classification Methods for EEG-Based Brain Computer Interfaces: A Case Study[C]:IEEE, 2009, 1416-1421. |
APA | Boyu Wang., Chi Man Wong., Feng Wan., Peng Un Mak., Pui In Mak., & Mang I Vai (2009). Comparison of Different Classification Methods for EEG-Based Brain Computer Interfaces: A Case Study. 2009 IEEE International Conference on Information and Automation, ICIA 2009, 1416-1421. |
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