Classification of EEG signals produced by musical notes as stimuli

作者：

Highlights：

• Classification of EEG signals yield by music stimuli has not been attempted before.

• The musical notes C, C#, D, D#, E, F, F#, G, G#, A, A#, B are the music stimuli.

• Such classification can advance Brain-Computer Interfaces and Substitution Devices.

• ERSPs are used as features for the classification with an SVM.

摘要

•Classification of EEG signals yield by music stimuli has not been attempted before.•The musical notes C, C#, D, D#, E, F, F#, G, G#, A, A#, B are the music stimuli.•Such classification can advance Brain-Computer Interfaces and Substitution Devices.•ERSPs are used as features for the classification with an SVM.

论文关键词：Brain-Computer Music Interface (BCMI),Electroencephalography (EEG),Auditory Evoked Potentials,Event-Related Spectral Perturbations (ERSP),Support Vector Machine (SVM)

论文评审过程：Received 26 July 2019, Revised 11 October 2019, Accepted 1 May 2020, Available online 30 May 2020, Version of Record 30 May 2020.

论文官网地址：https://doi.org/10.1016/j.eswa.2020.113507