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A Novel Feature for Emotion Recognition in Voice Based Applications

机译:基于语音的应用中情感识别的新功能

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摘要

In the context of affective computing, a significant trend in multi modal human-computer interaction is focused to determine emotional status of the users. For a constructive and natural human-computer interaction, the computers should be able to adapt to the user's emotional state and respond appropriately. This work proposes few simple and robust features in the framework of determining emotions from speech. Our approach is suitable for voice based applications, such as call centers or interactive voice systems, which are dependent on telephone conversations. For a typical call center application, it is crucial to recognize and classify agitation (anger, happiness, fear, and disgust) and calm (neutral, sadness, and boredom) callers, for the systems to respond appropriately. For instance, in a typical voice based application, the system should be able to either apologize or appreciate the problem of the caller suitably, if necessary by directing the call to the supervisor concerned.
机译:在情感计算的背景下,多模式人机交互的重要趋势集中于确定用户的情感状态。对于建设性的自然人机交互,计算机应该能够适应用户的情绪状态并做出适当的响应。这项工作提出了从语音确定情感的框架中的一些简单而强大的功能。我们的方法适用于基于语音的应用,例如依赖于电话对话的呼叫中心或交互式语音系统。对于典型的呼叫中心应用程序,识别并分类激怒(愤怒,幸福,恐惧和厌恶)和平静(中立,悲伤和无聊)的呼叫者至关重要,系统才能做出适当响应。例如,在典型的基于语音的应用中,如果有必要,通过将呼叫定向到有关的主管,系统应该能够适当地道歉或意识到呼叫者的问题。

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