Title :
A study of the effect of emotional state upon text-independent speaker identification
Author :
Ghiurcau, Marius Vasile ; Rusu, Corneliu ; Astola, Jaakko
Author_Institution :
Inf. Tech. Signal Process. Group, Tech. Univ. of Cluj-Napoca, Cluj-Napoca, Romania
Abstract :
In this paper we evaluate the effect of the emotional state of a speaker when text-independent speaker identification is per formed. The spectral features used for speaker recognition are the Mel-frequency cepstral coefficients, while for the training of the speaker models and testing the system the Gaussian Mixture Models are employed. The tests are performed on the Berlin emotional speech database which contains 10 different speakers recorded in different emotional situations: happy, angry, fear, bored, sad and neutral. The results show an important influence of the emotional state upon text-independent speaker identification. In the end we try to give a possible solution to this problem.
Keywords :
Gaussian processes; speaker recognition; Berlin emotional speech database; Gaussian mixture models; Mel-frequency cepstral coefficients; text-independent speaker identification; Emotion recognition; Mel frequency cepstral coefficient; Speaker recognition; Speech; Speech recognition; Testing; Training; GMM; MFCC; emotions; speech signal processing; text-independent speaker recognition;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5947465