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Existing approaches for quantifying mental workload using electroencephalography often rely on probe stimuli to elicit stereotyped neural responses such as the P300 wave. Here we explore probe-independent algorithms for classifying three levels of task-complexity in a flight simulator experiment. Using input features derived from estimates of the average power in five frequency bands, we test a variety...
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