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Diffusion Model-Based Multi-Channel EEG Representation and Forecasting for Early Epileptic Seizure Warning

Zekun Jiang1,2, Wei Dai2, Qu Wei2

  • 1College of Computer Science, Sichuan University, Chengdu, 610000, China.

Interdisciplinary Sciences, Computational Life Sciences
|August 11, 2025
PubMed
Abstract

No abstract available in PubMed .

Keywords:
Biomedical signal forecastingDiffusion modelElectroencephalogramEpileptic seizureGenerative artificial intelligenceSpatio-temporal representation

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Epilepsy and Seizures: Overview01:24

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Epilepsy is a chronic neurological disease marked by recurrent, unpredictable seizures. These seizures are caused by abnormal electrical discharges in the brain, leading to behavior, sensation, or consciousness alterations. They can also cause transient impairment of awareness, interfering with daily activities.
Various factors can trigger epilepsy, including genetic factors, brain damage, metabolic causes, and unknown etiology. Diagnosis of epilepsy involves electroencephalography (EEG), which...
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