Sign inSubmit
computersciencejournal.org is not ours. This journal is published only at thescipub.com/jcs. Report a suspicious emailcomputersciencejournal.org is not ours · Report
ArticleArticle metrics
Research Article · Open access · Published 2 November 2018

VERBO: Voice Emotion Recognition dataBase in Portuguese Language

José R. Torres Neto1, Geraldo P.R. Filho2, Leandro Y. Mano3 & Jó Ueyama4

Journal of Computer Science, Volume 14, Issue 11, pp. 1420–1430 · doi.org/10.3844/jcssp.2018.1420.1430

9,453 accesses5,306 downloads12 citations (Crossref)Journal metrics
Cite Check for updates

Abstract

The recognition of human emotional traits based on Affective Computing is being carried out by computational systems that are able to interpret and react intelligently to the context of the user. Speech Emotion Recognition systems are capable of transforming speech signal data into information related to the feelings of individuals in specific situations. However, the emotional expression of a human being depends mainly on his origins. For this reason, emotional voice databases are peculiar to each language. In this paper, we propose a new emotional database with speech in the Portuguese language of Brazil, called Voice Emotion Recognition dataBase in Portuguese language (VERBO). The database was validated by a panel of expert judges and we achieved an agreement rate of 76% using the content validity index and substantial agreement rate of 65% using Fleiss’ Kappa. In addition, an accuracy of 0.76 was achieved and it was possible to observe that the emotions anger and happiness were more easy to recognize showing 0.85 and 0.83 of f1-score, respectively, whereas the disgust and surprise emotions were the most difficult showing 0.67 and 0.68, respectively. In view of this, the main contributions to research made by this study are: (1) The establishment of a new actuated voice database; (2) support provided by voice recognition systems for the analysis of feelings and emotions; and (3) statistical validation of the database using CVI and Fleiss kappa.

Licence and reuse

Open access. This article is licensed under a Creative Commons Attribution 3.0 Licence (CC BY 3.0), as printed on the article, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original authors and the source. No permission is needed.

How to reuse this article

Responses (0)

Have a comment on this research? Sign in to respond. Responses are moderated and published with your name and affiliation; the authors are invited to reply. How we use your dataWrite a response

About this article

Cite this article

Torres Neto, J. R., Filho, G. P., Mano, L. Y. & Ueyama, J. (2018). VERBO: Voice Emotion Recognition dataBase in Portuguese Language. Journal of Computer Science, 14(11), 1420–1430. https://doi.org/10.3844/jcssp.2018.1420.1430

Licence
CC BY 3.0
Issue
Volume 14, Issue 11
Policies
Editorial independenceUse of generative AIData availabilityAppeals and complaints
Version
Version of record
VERBO: Voice Emotion Recognition dataBase in Portuguese LanguageJournal of Computer Science · Volume 14, Issue 11 · pp. 1420–1430 · CC BY 3.0Download