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

• Published in: Expert systems with applications Vol. 211; p. 118694
• Main Authors: Zheng, Zhanpeng, Yin, Zhong, Wang, Yongxiong, Zhang, Jianhua
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.01.2023
• Subjects: Abstraction fusion; Cognitive workload; Electroencephalogram; Extreme learning machine; Stacked denoising autoencoder; Extreme learning machine; Electroencephalogram; Abstraction fusion; Cognitive workload; Stacked denoising autoencoder

•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. Machine learning approaches can build a computational model to predict cognitive workload levels by using...