Research Article

EEG Eye State Identification Using Incremental Attribute Learning with Time-Series Classification

Table 4

Feature orderings for IAL approaches.

ApproachesDescriptionFeature orderings

1AD feature ordering with feature selection (in bold)AVG(F8)-STD(FC5)- STD(T7)-STD(F3)-STD(F7)-STD(F4)-STD(P7)-STD(AF4)-STD(FC6)-STD(O2)-STD(F8)-STD(T8)-STD(AF3)-STD(P8)-STD(O1)-AVG(F7)-AVG(F3)-AVG(FC6)-AVG(F4)-AVG(FC5)-AVG(AF4)-AVG(T7)-AVG(P8)-AVG(AF3)-AVG(T8)-AVG(P7)-AVG(O2)-AVG(O1)

2AD feature orderingAVG1-STD1-STD2-AVG2

3Original orderingAF3-F7-F3-FC5-T7-P7-O1-O2-P8-T8-FC6-F4-F8-AF4-AVG1-STD1

4AD feature ordering F8-F7-FC6-F3-F4-FC5-T7-P8-T8-AF4-O2-P7-AF3-O1