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Comparison analysis between standard polysomnographic data and in-ear-EEG signals: A preliminary study. (arXiv:2401.10107v3 [eess.SP] UPDATED)
cs.LG updates on arXiv.org arxiv.org
Study Objectives: Polysomnography (PSG) currently serves as the benchmark for
evaluating sleep disorders. Its discomfort, impracticality for home-use, and
introduction of bias in sleep quality assessment necessitate the exploration of
less invasive, cost-effective, and portable alternatives. One promising
contender is the in-ear-EEG sensor, which offers advantages in terms of
comfort, fixed electrode positions, resistance to electromagnetic interference,
and user-friendliness. This study aims to establish a methodology to assess the
similarity between the in-ear-EEG signal and standard PSG.
Methods: We assess …
analysis arxiv assessment benchmark bias comparison cost data eeg eess.sp exploration home introduction quality sensor sleep standard study