Research Article

A Fused Multidimensional EEG Classification Method Based on an Extreme Tree Feature Selection

Table 3

Classification accuracy for datasets III BCI 2003 and 2b BCI 2008 using different feature extraction methods.

DatasetPublic datasets
III BCI 20032b BCI 2008
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AR + SVM0.6220.4160.3970.6490.5510.596
CSP + SVM0.4200.4930.5800.7860.5410.622
DWT + SVM0.4510.5730.6680.7420.6570.585
DWT + CSP + SVM0.6930.6590.7750.8080.6170.658
AR + DWT + SVM0.6360.7250.6670.7920.7580.700
AR + CSP + SVM0.6500.7830.6330.8080.6830.675
AR + CSP + DWT + SVM0.6500.7250.7420.8170.7330.675