Speaker classification using DTW and A proposed fuzzy classifier

المؤلفون المشاركون

Hadi, Iman Hassun
Abd al-Hasan, Alya Karim

المصدر

al-Qadisiyah Journal for Computer Science and Mathematics

العدد

المجلد 11، العدد 4 (31 ديسمبر/كانون الأول 2019)، ص ص. 17-26، 10ص.

الناشر

جامعة القادسية كلية علوم الحاسوب و تكنولوجيا المعلومات

تاريخ النشر

2019-12-31

دولة النشر

العراق

عدد الصفحات

10

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

الموضوعات

الملخص 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%.

نمط استشهاد جمعية علماء النفس الأمريكية (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

نمط استشهاد الجمعية الأمريكية للغات الحديثة (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

نمط استشهاد الجمعية الطبية الأمريكية (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

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references : p. 16

رقم السجل

BIM-900407