Exploring the Applicability of Transfer Learning and Feature Engineering in Epilepsy Prediction Using Hybrid Transformer Model.

Shuaicong Hu,Jian Liu,Rui Yang,Ya'Nan Wang,Aiguo Wang,Kuanzheng Li,Wenxin Liu,Cuiwei Yang

IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society（2023）

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摘要

We propose a precise hybrid Transformer model for epilepsy prediction. The applicability of TL and model inputs is also explored for customizing personalized models in clinical application scenarios.

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关键词

Brain modeling,Electroencephalography,Epilepsy,Transformers,Frequency-domain analysis,Predictive models,Analytical models,Epilepsy prediction,feature engineering,scalp electroencephalogram (sEEG),hybrid transformer,transfer learning (TL)

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