DocumentCode
2922694
Title
Age estimation based on speech features and support vector machine
Author
Mahmoodi, Davood ; Soleimani, Ali ; Marvi, Hossein ; Razzazi, Farbod ; Taghizadeh, Mehdi ; Mahmoodi, Marzieh
Author_Institution
Dept. of Electr. Eng. & Robot., Shahrood Univ. of Technol., Shahrood, Iran
fYear
2011
fDate
13-14 July 2011
Firstpage
60
Lastpage
64
Abstract
Age estimation based on human´s speech features is an interesting subject in Automatic Speech Recognition (ASR) systems. There are some works in literature on speaker age estimation but it needs more new works especially for Persian speakers. In age estimation, like other speech processing systems, we encounter with two main challenges: finding an appropriate procedure for feature extraction, and selecting a reliable method for pattern classification. In this paper we propose an automatic age estimation system for classification of 6 age groups of various Persian speaker people. Perceptual Linear Predictive (PLP) and Mel-Frequency Cepstral Coefficients (MFCC) are extracted as speech features and SVM is utilized for classification procedure. Furthermore the effects of variations in parameter of kernel function, time of frame length in sampling process, the number of MFCC coefficients, and the order of PLP on system efficiency has been evaluated, and the results has been compared.
Keywords
feature extraction; pattern classification; speech recognition; support vector machines; ASR; MFCC; PLP; Persian speakers; SVM; automatic speech recognition; feature extraction; kernel function; mel frequency cepstral coefficients; pattern classification; perceptual linear predictive; sampling process; speaker age estimation; speech features; speech processing systems; support vector machine; Error analysis; Feature extraction; Kernel; Mel frequency cepstral coefficient; Speech; Speech recognition; Support vector machines; Automatic Speech Recognition (ASR); MFCC; PLP; SVM; age estimation; kernel function;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Science and Electronic Engineering Conference (CEEC), 2011 3rd
Conference_Location
Colchester
Print_ISBN
978-1-4577-1300-2
Type
conf
DOI
10.1109/CEEC.2011.5995826
Filename
5995826
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