Recognition of Emotions in Mexican Spanish Speech: An Approach Based on Acoustic Modelling of Emotion-Specific Vowels

المؤلف

Caballero-Morales, Santiago-Omar

المصدر

The Scientific World Journal

العدد

المجلد 2013، العدد 2013 (31 ديسمبر/كانون الأول 2013)، ص ص. 1-13، 13ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2013-07-10

دولة النشر

مصر

عدد الصفحات

13

التخصصات الرئيسية

الطب البشري
تكنولوجيا المعلومات وعلم الحاسوب

الملخص EN

An approach for the recognition of emotions in speech is presented.

The target language is Mexican Spanish, and for this purpose a speech database was created.

The approach consists in the phoneme acoustic modelling of emotion-specific vowels.

For this, a standard phoneme-based Automatic Speech Recognition (ASR) system was built with Hidden Markov Models (HMMs), where different phoneme HMMs were built for the consonants and emotion-specific vowels associated with four emotional states (anger, happiness, neutral, sadness).

Then, estimation of the emotional state from a spoken sentence is performed by counting the number of emotion-specific vowels found in the ASR’s output for the sentence.

With this approach, accuracy of 87–100% was achieved for the recognition of emotional state of Mexican Spanish speech.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Caballero-Morales, Santiago-Omar. 2013. Recognition of Emotions in Mexican Spanish Speech: An Approach Based on Acoustic Modelling of Emotion-Specific Vowels. The Scientific World Journal،Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-1032592

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Caballero-Morales, Santiago-Omar. Recognition of Emotions in Mexican Spanish Speech: An Approach Based on Acoustic Modelling of Emotion-Specific Vowels. The Scientific World Journal No. 2013 (2013), pp.1-13.
https://search.emarefa.net/detail/BIM-1032592

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Caballero-Morales, Santiago-Omar. Recognition of Emotions in Mexican Spanish Speech: An Approach Based on Acoustic Modelling of Emotion-Specific Vowels. The Scientific World Journal. 2013. Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-1032592

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1032592