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Fig. 2 Classification performance between "EC" and "EO" situations for each subject  Classification procedure results for each subject with 159 selected input features are presented below (Fig. 2). The standard deviation for each classification result is represented.  For all subjects, the mean correct classification rate is 92.1% (SD 3.5%). With the random distributions between the two groups, the mean correct classification rate is 51.0 % and the standard deviation is 1.7%.

Figure 2 Classification performance between "EC" and "EO" situations for each subject Classification procedure results for each subject with 159 selected input features are presented below (Fig. 2). The standard deviation for each classification result is represented. For all subjects, the mean correct classification rate is 92.1% (SD 3.5%). With the random distributions between the two groups, the mean correct classification rate is 51.0 % and the standard deviation is 1.7%.