Title :
Stress classification in speech based on stress levels
Author :
Xiao Yao ; Xiaofeng Liu ; Aiming Jiang ; Ning Xu
Author_Institution :
Coll. of IoT Eng., Hohai Univ., Changzhou, China
Abstract :
In this study, we focus on the discontinuity of samples distribution in the feature space due to the existence of different stress levels. Some parameters from stress samples, calculated using a mathematical model, are clustered to different virtual classes according to degrees of stress. Based on different stress level cluster analysis is proposed within stress class. Experimental results illustrate that the performance for differentiating different speaking styles has been improved.
Keywords :
speech recognition; feature space; mathematical model; samples distribution; stress classification; stress levels; Databases; Fitting; Mathematical model; Speech; Speech processing; Speech recognition; Stress;
Conference_Titel :
Consumer Electronics - Taiwan (ICCE-TW), 2015 IEEE International Conference on
Conference_Location :
Taipei
DOI :
10.1109/ICCE-TW.2015.7216824