Machine Learning with Evolutionary Parameter Tuning for Singing Registers Classification

Machine Learning with Evolutionary Parameter Tuning for Singing Registers Classification

Behind human voice production, a complex biological mechanism generates and modulates sound. Recent research has explored machine-learning (ML) techniques to analyze singing-voice characteristics. However, the classification efficiency reported in such research works suggests the possibility of impr...

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Bibliographic Details
Main Authors: Tales Boratto, Gabriel de Oliveira Costa, Alexsandro Meireles, Anna Klara Sá Teles Rocha Alves, Camila M. Saporetti, Matteo Bodini, Alexandre Cury, Leonardo Goliatt
Format: Article
Language:English
Published: MDPI AG 2025-02-01
Series:Signals
Subjects:
singing registers
machine learning
differential evolution
classification
optimization
Online Access:https://www.mdpi.com/2624-6120/6/1/9
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