Inter-individual variability of EEG features during microsleep events

• Published in: Current directions in biomedical engineering Vol. 5; no. 1; pp. 13 - 16
• Main Authors: Golz, Martin, Schenka, Adolf, Haselbeck, Florian, Pauli, Martin Patrick
• Format: Journal Article
• Language: English
• Published: De Gruyter 01.09.2019
• Subjects: EEG; gradient boosting; learning vector quantization; leave one out; LOSO cross-validation; LVQ; Microsleep; periodogram; support-vector machines; SVM

This paper examines the question of how strongly the spectral properties of the EEG during microsleep differ between individuals. For this purpose, 3859 microsleep examples were compared with 4044 counterexamples in which drivers were very drowsy but were able to perform the driving task. Two types...