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DOI: 10.14569/IJACSA.2017.080471
PDF

SVM based Emotional Speaker Recognition using MFCC-SDC Features

Author 1: Asma Mansour
Author 2: Zied Lachiri

International Journal of Advanced Computer Science and Applications(IJACSA), Volume 8 Issue 4, 2017.

  • Abstract and Keywords
  • How to Cite this Article
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Abstract: Enhancing the performance of emotional speaker recognition process has witnessed an increasing interest in the last years. This paper highlights a methodology for speaker recognition under different emotional states based on the mul-ticlass Support Vector Machine (SVM) classifier. We compare two feature extraction methods which are used to represent emotional speech utterances in order to obtain best accuracies. The first method known as traditional Mel-Frequency Cepstral Coefficients (MFCC) and the second one is MFCC combined with Shifted-Delta-Cepstra (MFCC-SDC). Experimentations are conducted on IEMOCAP database using two multiclass SVM ap-proaches: One-Against-One (OAO) and One Against-All (OAA). Obtained results show that MFCC-SDC features outperform the conventional MFCC.

Keywords: Emotion; Speaker recognition; Mel Frequency Cep-stral Coefficients (MFCC); Shifted-Delta-Cepstral (SDC); SVM

Asma Mansour and Zied Lachiri, “SVM based Emotional Speaker Recognition using MFCC-SDC Features” International Journal of Advanced Computer Science and Applications(IJACSA), 8(4), 2017. http://dx.doi.org/10.14569/IJACSA.2017.080471

@article{Mansour2017,
title = {SVM based Emotional Speaker Recognition using MFCC-SDC Features},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2017.080471},
url = {http://dx.doi.org/10.14569/IJACSA.2017.080471},
year = {2017},
publisher = {The Science and Information Organization},
volume = {8},
number = {4},
author = {Asma Mansour and Zied Lachiri}
}



Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

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