Research Article

An Improved Refined Composite Multivariate Multiscale Fuzzy Entropy Method for MI-EEG Feature Extraction

Table 2

Comparison of average recognition rates with 10 × 10-fold CV (%) of multivariate entropy-based feature extraction methods.

MethodsSubjectsAverage results (%)
“aa”“al”“av”“aw”“ay”

mvMFE75.54 ± 1.7086.00 ± 0.9874.46 ± 1.5484.07 ± 1.5279.32 ± 1.2479.88 ± 1.40
RCmvMFE93.82 ± 1.4898.46 ± 0.6195.86 ± 1.0198.79 ± 0.7297.04 ± 0.7996.97 ± 0.92
IRCmvMFE99.39 ± 0.3899.71 ± 0.1598.61 ± 0.6299.61 ± 0.2699.82 ± 0.3599.43 ± 0.35