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

Author

Caballero-Morales, Santiago-Omar

Source

The Scientific World Journal

Issue

Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-13, 13 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2013-07-10

Country of Publication

Egypt

No. of Pages

13

Main Subjects

Medicine
Information Technology and Computer Science

Abstract 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.

American Psychological Association (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

Modern Language Association (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

American Medical Association (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

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1032592