Inter-subject cognitive workload estimation based on a cascade ensemble of multilayer autoencoders

作者：

Highlights：

• The electroencephalogram (EEG) is used to evaluate human cognitive workload.

• Inter-subject EEG modeling scheme is employed.

• Approach of cascade ensemble of multilayer autoencoders is proposed.

摘要

•The electroencephalogram (EEG) is used to evaluate human cognitive workload.•Inter-subject EEG modeling scheme is employed.•Approach of cascade ensemble of multilayer autoencoders is proposed.

论文关键词：Cognitive workload,Stacked denoising autoencoder,Extreme learning machine,Electroencephalogram,Abstraction fusion

论文评审过程：Received 2 September 2021, Revised 1 August 2022, Accepted 24 August 2022, Available online 30 August 2022, Version of Record 5 September 2022.

论文官网地址：https://doi.org/10.1016/j.eswa.2022.118694