Modeling of GRBAS perceptual evaluation using spectral features obtained from an auditory-based filterbank.


Autoria(s): Fraile Muñoz, Ruben; Gutierrez Arriola, Juana M.; Saenz Lechón, Nicolás; Neumann, Katrin; Osma Ruiz, Victor José
Data(s)

2015

Resumo

Perceptual voice evaluation according to the GRBAS scale is modelled using a linear combination of acoustic parameters calculated after a filter-bank analysis of the recorded voice signals. Modelling results indicate that for breathiness and asthenia more than 55% of the variance of perceptual rates can be explained by such a model, with only 4 latent variables. Moreover, the greatest part of the explained variance can be attributed to only one or two latent variables similarly weighted by all 5 listeners involved in the experiment. Correlation factors between actual rates and model predictions around 0.6 are obtained.

Formato

application/pdf

Identificador

http://oa.upm.es/38401/

Idioma(s)

eng

Publicador

E.T.S.I y Sistemas de Telecomunicación (UPM)

Relação

http://oa.upm.es/38401/1/INVE_MEM_2015_210336.pdf

Direitos

http://creativecommons.org/licenses/by-nc-nd/3.0/es/

info:eu-repo/semantics/openAccess

Fonte

Proceedings of the 9th International Workshop on Models and Analysis of Vocal Emissions for Biomedical Application | 9th International Workshop on Models and Analysis of Vocal Emissions for Biomedical Application | 31 agosto- 4 septiembre 2015 | Florencia (Italia)

Palavras-Chave #Telecomunicaciones
Tipo

info:eu-repo/semantics/conferenceObject

Ponencia en Congreso o Jornada

PeerReviewed