6 Stemming from this analysis, a possible refinement to separating the frequency bands is to use a different classifier in each frequency band, then combine their performance.
we observe that the best SPD performer in one frequency band tends to be the best performer in other bands (development: SPD without entropy, w h i k j P h ; test: SPD without entropy, w § ¦ © ).