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Non-invasive wearable seizure detection using long–short-term memory networks w...

Nasseri, Mona; Pal Attia, Tal; Joseph, Boney; Gregg, Nicholas M.; Nurse, Ewan S.; Viana, Pedro; Schulze-Bonhage, Andreas; Dümpelmann, Matthias

Objective. The detection of seizures using wearable devices would improve epilepsy management, but reliable detection of seizures in an ambulatory environment remains challenging, and current studies lack concurrent validation of seizures using electroencephalography (EEG) data. Approach. An adaptively trained long–short-term memory deep neural network was developed and trained using a modest number of seizure ...


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