Title :
Perceptual Evaluation of Voice Quality and Its Correlation with Acoustic Measurement
Author :
Jalalinajafabadi, Farideh ; Gadepalli, Chaitanya ; Ascott, Frances ; Homer, Jarrod ; Lujan, Mikel ; Cheetham, Barry
Author_Institution :
Sch. of Comput. Sci., Univ. of Manchester, Manchester, UK
Abstract :
The GRBAS scale is a widely used subjective measure of voice quality. The aim of this paper is to investigate the correlation between the ´grade´, ´roughness´, ´breathiness´, ´asthenia´ and ´strain´ dimensions of this scale and the objective measurements provided by the ´Analysis of Dysphonia in speech and Voice´ (ADSV) software package. To do this, voice recordings of 107 samples were collected in a quiet room, and each voice was perceptually evaluated on the GRBAS scale by three experienced speech and language therapists. The same recordings were also acoustically analysed using ADSV. Statistical analysis using the Spearman´s rank correlation coefficient model identified a degree of moderate correlation between the result of cepstral based analysis and the GRBAS scale. A classifier such as a decision tree may then be applied to the ADSV cepstral measurement for the objective prediction of GRBAS scores. The accuracy of the classifier in predicting the score of each therapist is given in the paper.
Keywords :
acoustic measurement; speech; statistical analysis; GRBAS scale; Spearman´s rank correlation coefficient model; acoustic measurement; analysis of dysphonia in speech and voice software package; decision tree; language therapists; perceptual evaluation; speech therapists; statistical analysis; voice quality; voice recordings; Accuracy; Acoustic measurements; Cepstral analysis; Correlation; Speech; Standards; Strain; ADSV; Classification; GRBAS; Spearsman´s rank correlation;
Conference_Titel :
Modelling Symposium (EMS), 2013 European
Conference_Location :
Manchester
Print_ISBN :
978-1-4799-2577-3
DOI :
10.1109/EMS.2013.49