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Causal-aware reliability assessment of single-channel EEG for transformer-based sleep staging
Medicine and HealthFrontiers in Neuroscience

Causal-aware reliability assessment of single-channel EEG for transformer-based sleep staging

Y. Hu, X. Yang, et al.

Single-channel EEG sleep staging promises practical home monitoring but faces reliability gaps vs. clinical PSG. This study proposes a Transformer-based sleep staging model and a causal-inspired analysis of EEG channel selection. Experiments by Yongkang Hu, Xiangbo Yang, Yunhan Xu, and Jingpeng Sun show electrodes over the central brain region yield significantly higher accuracy, macro-F1, and consistency than frontal or occipital placements, informing the design of more robust wearable systems.... show more
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