Table 5 Summary of the best results obtained for all the main methodological options considered
From: A knowledge discovery methodology from EEG data for cyclic alternating pattern detection
Multi-class problem | Binary problem | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
mRMR | PCA | mRMR | PCA | |||||||||
#F. | AC (%) | WAC (%) | #P. C. | AC (%) | WAC (%) | #F. | AC (%) | WAC (%) | #P. C. | AC (%) | WAC (%) | |
DA | 30 | 61 | 47 | 12 | 68 | 49 | 43 | 67 | 72 | 15 | 73 | 76 |
k-NN | 30 | 70 | 46 | 40 | 61 | 47 | 55 | 75 | 80 | 54 | 68 | 75 |
SVM | 40 | 71 | 51 | 30 | 56 | 47 | 40 | 76 | 78 | 40 | 73 | 75 |