Sparse coding classification and cepstral singular value for cognitive workload estimation

•A new ECG measure for automatic cognitive load classification is proposed.•The measure integrates the quefrency and algebraic information of the signals.•A sparse coding method is successfully developed to classify workload levels.•The proposed method outperforms previous ECG-based workload estimat...

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