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Emotion Analysis of Telephone Complaints from Customer Based on Affective Computing

Customer complaint has been the important feedback for modern enterprises to improve their product and service quality as well as the customer's loyalty. As one of the commonly used manners in customer complaint, telephone communication carries rich emotional information of speeches, which prov...

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Detalles Bibliográficos
Autores principales: Gong, Shuangping, Dai, Yonghui, Ji, Jun, Wang, Jinzhao, Sun, Hai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4655047/
https://www.ncbi.nlm.nih.gov/pubmed/26633967
http://dx.doi.org/10.1155/2015/506905
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author Gong, Shuangping
Dai, Yonghui
Ji, Jun
Wang, Jinzhao
Sun, Hai
author_facet Gong, Shuangping
Dai, Yonghui
Ji, Jun
Wang, Jinzhao
Sun, Hai
author_sort Gong, Shuangping
collection PubMed
description Customer complaint has been the important feedback for modern enterprises to improve their product and service quality as well as the customer's loyalty. As one of the commonly used manners in customer complaint, telephone communication carries rich emotional information of speeches, which provides valuable resources for perceiving the customer's satisfaction and studying the complaint handling skills. This paper studies the characteristics of telephone complaint speeches and proposes an analysis method based on affective computing technology, which can recognize the dynamic changes of customer emotions from the conversations between the service staff and the customer. The recognition process includes speaker recognition, emotional feature parameter extraction, and dynamic emotion recognition. Experimental results show that this method is effective and can reach high recognition rates of happy and angry states. It has been successfully applied to the operation quality and service administration in telecom and Internet service company.
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spelling pubmed-46550472015-12-02 Emotion Analysis of Telephone Complaints from Customer Based on Affective Computing Gong, Shuangping Dai, Yonghui Ji, Jun Wang, Jinzhao Sun, Hai Comput Intell Neurosci Research Article Customer complaint has been the important feedback for modern enterprises to improve their product and service quality as well as the customer's loyalty. As one of the commonly used manners in customer complaint, telephone communication carries rich emotional information of speeches, which provides valuable resources for perceiving the customer's satisfaction and studying the complaint handling skills. This paper studies the characteristics of telephone complaint speeches and proposes an analysis method based on affective computing technology, which can recognize the dynamic changes of customer emotions from the conversations between the service staff and the customer. The recognition process includes speaker recognition, emotional feature parameter extraction, and dynamic emotion recognition. Experimental results show that this method is effective and can reach high recognition rates of happy and angry states. It has been successfully applied to the operation quality and service administration in telecom and Internet service company. Hindawi Publishing Corporation 2015 2015-11-08 /pmc/articles/PMC4655047/ /pubmed/26633967 http://dx.doi.org/10.1155/2015/506905 Text en Copyright © 2015 Shuangping Gong et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Gong, Shuangping
Dai, Yonghui
Ji, Jun
Wang, Jinzhao
Sun, Hai
Emotion Analysis of Telephone Complaints from Customer Based on Affective Computing
title Emotion Analysis of Telephone Complaints from Customer Based on Affective Computing
title_full Emotion Analysis of Telephone Complaints from Customer Based on Affective Computing
title_fullStr Emotion Analysis of Telephone Complaints from Customer Based on Affective Computing
title_full_unstemmed Emotion Analysis of Telephone Complaints from Customer Based on Affective Computing
title_short Emotion Analysis of Telephone Complaints from Customer Based on Affective Computing
title_sort emotion analysis of telephone complaints from customer based on affective computing
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4655047/
https://www.ncbi.nlm.nih.gov/pubmed/26633967
http://dx.doi.org/10.1155/2015/506905
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AT wangjinzhao emotionanalysisoftelephonecomplaintsfromcustomerbasedonaffectivecomputing
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