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Sleep Disorder Diagnosis Using EEG Signals and LSTM Deep Learning Method
Mohammad Reza Yousefi, Reza Rahimi
https://arxiv.org/abs/2509.00208 https://arxiv.…

Sleep Disorder Diagnosis Using EEG Signals and LSTM Deep Learning Method
Diagnosing sleep disorders is an important focus in neuroscience and engineering, as these conditions involve issues such as insufficient sleep, frequent awakenings, and difficulty reaching deep sleep. Accurate detection based on brain signals, particularly electroencephalography (EEG), enables development of personalized treatments. While statistical pattern recognition was once the standard for analyzing EEG, deep learning has become the dominant approach. In this study, we analyzed a public …