Voice Quality Assessment by Simulating GRBAS Scoring

被引:2
作者
Gadepalli, Chaitanya [1 ,2 ]
Jalalinajafabadi, Farideh [3 ]
Xie, Zheng [4 ]
Cheetham, Barry M. G. [3 ]
Homer, Jarrod J. [1 ,2 ]
机构
[1] Cent Manchester Univ Hosp Fdn Trust, Univ Dept Otolaryngol, Manchester, Lancs, England
[2] Univ Manchester, Acad Hlth Sci Ctr, Manchester, Lancs, England
[3] Univ Manchester, Sch Comp Sci, Manchester, Lancs, England
[4] Univ Cent Lancashire, Sch Engn, Preston, Lancs, England
来源
UKSIM-AMSS 11TH EUROPEAN MODELLING SYMPOSIUM ON COMPUTER MODELLING AND SIMULATION (EMS 2017) | 2017年
关键词
Assessing consistency; statistical methods; Cohen and Fleiss Kappa; voice quality assessments; feature detection; machine learning; ACOUSTIC ANALYSIS; WEIGHTED KAPPA; AGREEMENT; RELIABILITY; COEFFICIENT; SCALE;
D O I
10.1109/EMS.2017.29
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper is about the assessment of voice quality as required routinely in hospital voice clinics. It describes a computer application capable of analysing recordings of a patient's voice and producing quantitative assessments of its quality, simulating those traditionally made by trained speech and language therapists (SLTs). Adopting a machine learning approach based on a database of recordings and assessments by a team of SLTs required measurements of consistency to be taken into account. The means of doing this, details of the machine learning approaches and the performance of the resulting algorithms are presented.
引用
收藏
页码:107 / 111
页数:5
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