Predicting Voice Elicited Emotions

Y. Li, Jose D. Contreras, Luis J. Salazar
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引用次数: 2

Abstract

We present the research, and product development and deployment, of Voice Analyzer' by Jobaline Inc. This is a patent pending technology that analyzes voice data and predicts human emotions elicited by the paralinguistic elements of a voice. Human voice characteristics, such as tone, complement the verbal communication. In several contexts of communication, "how" things are said is just as important as "what" is being said. This paper provides an overview of our deployed system, the raw data, the data processing steps, and the prediction algorithms we experimented with. A case study is included where, given a voice clip, our model predicts the degree in which a listener will find the voice "engaging". Our prediction results were verified through independent market research with 75% in agreement on how an average listener would feel. One application of Jobaline Voice Analyzer technology is for assisting companies to hire workers in the service industry where customers' emotional response to workers' voice may affect the service outcome. Jobaline Voice Analyzer is deployed in production as a product offer to our clients to help them identify workers who will better engage with their customers. We will also share some discoveries and lessons learned.
预测声音引发的情绪
本文介绍了Jobaline公司的Voice Analyzer的研究、产品开发和部署。这是一项正在申请专利的技术,可以分析语音数据,并预测由语音的副语言元素引发的人类情绪。人的声音特征,如声调,是对言语交际的补充。在一些交流的语境中,“怎么说”和“说什么”同样重要。本文概述了我们部署的系统、原始数据、数据处理步骤以及我们实验的预测算法。在一个案例研究中,给出一个语音片段,我们的模型预测听者对该声音“吸引人”的程度。我们的预测结果通过独立的市场调查得到了验证,75%的人同意普通听众的感受。Jobaline Voice Analyzer技术的一个应用是帮助公司雇佣服务行业的工人,在这些行业中,客户对工人声音的情绪反应可能会影响服务结果。Jobaline Voice Analyzer作为一种产品部署在生产中,为我们的客户提供帮助他们识别能够更好地与客户互动的员工。我们还将分享一些发现和经验教训。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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