Detection of epileptic seizures on EEG signals using ANFIS classifier, autoencoders and fuzzy entropies

Afshin Shoeibi,Navid Ghassemi,Marjane Khodatars,Parisa Moridian,Roohallah Alizadehsani,Assef Zare,Abbas Khosravi,Abdulhamit Subasi,U. Rajendra Acharya,J. Manuel Gorriz

Biomedical Signal Processing and Control（2022）

引用 53|浏览99

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摘要

•Automatic detection of epileptic seizures in EEG signals using new CADS based on artificial intelligence techniques.•The combining of fuzzy entropies for features extraction.•Autoencoder with proposed layers is used for dimension reduction of feature matrix.•The ANFIS classifier with BS optimizer is used for classification.

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关键词

Epileptic seizures,Diagnosis,EEG,TQWT,Fuzzy entropies,AE,ANFIS-BS

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