A mild cognitive impairment diagnostic model based on IAAFT and BiLSTM

Xin Li,Hao Zhou,Rui Su,Jiannan Kang,Yu Sun,Yi Yuan,Ying Han,Xiaoling Chen,Ping Xie,Yulin Wang,Qinshuang Liu

Biomedical Signal Processing and Control（2023）

引用 2|浏览24

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摘要

•Surrogate data generation method IAAFT solves the issue of EEG data shortage.•BiLSTM obtains better classification result than other traditional methods.•The SampEn extraction method retaining the high temporal resolution of EEG.

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关键词

Iterative amplitude adjusted Fourier transform (IAAFT),Bidirectional long short-term memory (BiLSTM),Electroencephalography (EEG),Sample entropy (SampEn),Mild cognitive impairment (MCI)

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