Prediction of stress levels in the workplace using surrounding stress
作者:
Highlights:
• An approach for stress prediction from surrounding stress-related data is proposed.
• The approach uses the stress history of individuals and their close colleagues.
• A real-life study with 30 employees monitored over a period of 8 weeks is presented.
• The approach is validated on the own collected dataset and on a public dataset.
• A statistical study to further analyze the effectiveness of our method is conducted.
摘要
•An approach for stress prediction from surrounding stress-related data is proposed.•The approach uses the stress history of individuals and their close colleagues.•A real-life study with 30 employees monitored over a period of 8 weeks is presented.•The approach is validated on the own collected dataset and on a public dataset.•A statistical study to further analyze the effectiveness of our method is conducted.
论文关键词:Stress prediction,Surrounding stress,Ambient stress,Machine learning,Workplace stress
论文评审过程:Received 14 October 2021, Revised 2 August 2022, Accepted 12 August 2022, Available online 26 August 2022, Version of Record 26 August 2022.
论文官网地址:https://doi.org/10.1016/j.ipm.2022.103064