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

Table 3

EEG eye state time-series classification results.

Approaches	Description	Classification error rate (%)
1	AD feature ordering with feature extraction from means and standard deviations	27.3991
2	AD feature ordering with feature extraction where 𝑦^′(𝑡)=𝑦(𝑡+1)−𝑦(𝑡)	27.4573
3	Feature extraction without time-series and original ordering	27.4793
4	AD feature ordering without time-series and feature extraction	27.4693
5	Conventional batch-training method, where 𝑦^′(𝑡)=𝑦(𝑡+1)−𝑦(𝑡)	29.5046
6	Conventional batch-training method without time-series	30.6328