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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
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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. |
format | Online Article Text |
id | pubmed-4655047 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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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