An adaptive emotion aware music education system using machine learning for personalized emotional wellbeing enhancement
Crossref DOI link: https://doi.org/10.1038/s41598-026-53749-0
Published Online: 2026-06-06
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Deng, Xinyun
Zhou, Yongxin
Guan, Xingzhi
Wang, Yuhui
Text and Data Mining valid from 2026-06-06
Accepted Manuscript valid from 2026-06-06
Article History
Received: 23 December 2025
Accepted: 14 May 2026
First Online: 6 June 2026
Declarations
:
: The authors declare no competing interests.