The singing style of female roles in ethnic opera under artificial intelligence and deep neural networks

Abstract With the rapid advancement of artificial intelligence technology, efficiently extracting and analyzing music performance style features has become an important topic in the field of music information processing. This work focuses on the classification of singing styles of female roles in et...

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Bibliographic Details
Main Author: Huixia Yang
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-05429-8
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