Speaker classification using DTW and A proposed fuzzy classifier
Joint Authors
Hadi, Iman Hassun
Abd al-Hasan, Alya Karim
Source
al-Qadisiyah Journal for Computer Science and Mathematics
Issue
Vol. 11, Issue 4 (31 Dec. 2019), pp.17-26, 10 p.
Publisher
University of al-Qadisiyah College of computer Science and Information Technology
Publication Date
2019-12-31
Country of Publication
Iraq
No. of Pages
10
Main Subjects
Information Technology and Computer Science
Topics
Abstract EN
The speaker classification is considered with how the identity of the speaker is represented as a unique class label.
This identity is characterized by the voice features belong to the speaker.
The speaker classification has many application related to the security and forensic systems.
There are many classification methods that could be used in speaker classification but the such classifier must has the ability to discriminate the between voice feature vectors which overthought there are a small differences.
In this work, a proposed fuzzy classifier has been used for speaker classification using fuzzy inner product (FIP) and Mel frequency Cepstral coefficients (MFCC) features.
This proposed classifier is evaluated by a comparison with Dynamic Time Warping (DTW) as traditional method.
The proposed classifier was more accrued than DTW, since it classify speakers in ELSDSR data set with 90.91% while the accuracy of DTW classifier was 77.27%.
American Psychological Association (APA)
Abd al-Hasan, Alya Karim& Hadi, Iman Hassun. 2019. Speaker classification using DTW and A proposed fuzzy classifier. al-Qadisiyah Journal for Computer Science and Mathematics،Vol. 11, no. 4, pp.17-26.
https://search.emarefa.net/detail/BIM-900407
Modern Language Association (MLA)
Abd al-Hasan, Alya Karim& Hadi, Iman Hassun. Speaker classification using DTW and A proposed fuzzy classifier. al-Qadisiyah Journal for Computer Science and Mathematics Vol. 11, no. 4 (2019), pp.17-26.
https://search.emarefa.net/detail/BIM-900407
American Medical Association (AMA)
Abd al-Hasan, Alya Karim& Hadi, Iman Hassun. Speaker classification using DTW and A proposed fuzzy classifier. al-Qadisiyah Journal for Computer Science and Mathematics. 2019. Vol. 11, no. 4, pp.17-26.
https://search.emarefa.net/detail/BIM-900407
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 16
Record ID
BIM-900407