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Emotion recognition in speech chatbot job interview system

机译:情感认可在演讲聊天岗位面试系统

摘要

Methods and systems are provided for speech emotion recognition interview process. In one novel aspect, in addition to contents assessment to an answer audio clip, the concurrent sentiment classifier is generated based on emotion classifier of the answer audio clip. In one embodiment, the computer system obtains a sentiment classifier of an audio clip of a first answer to the first question, wherein the sentiment classifier is derived from an emotion classifier resulting from a convolutional neural network (CNN) model analysis of the audio clip; obtains an assessment result to the first question by analyzing the audio clip of the first answer to the first question using a recurrent neural network (RNN) model; and generates a first emotion response result to the first question based on the sentiment classifier and the assessment result, wherein the first emotion response result presents a sampling experience factor to the response assessment result.
机译:提供了语音情感识别面试过程的方法和系统。在一个新颖方面,除了内容评估对答案音频剪辑之外,还基于答案音频剪辑的情感分类器生成并发情绪分类器。在一个实施例中,计算机系统获得第一个问题的第一答案的音频剪辑的情感分类器,其中,情绪分类器来自由音频剪辑的卷积神经网络(CNN)模型分析产生的情绪分类器;通过使用经常性神经网络(RNN)模型分析第一个答案的音频剪辑来获得第一个问题的评估结果;并基于情感分类器和评估结果为第一问题生成第一情绪响应结果,其中第一情绪响应结果为响应评估结果提供了采样体验因素。

著录项

  • 公开/公告号US10937446B1

    专利类型

  • 公开/公告日2021-03-02

    原文格式PDF

  • 申请/专利权人 LUCAS GC LIMITED;

    申请/专利号US202017096621

  • 发明设计人 WANG-CHAN WONG;HOWARD LEE;

    申请日2020-11-12

  • 分类号G10L15;G10L15/04;G10L25/63;G10L15/22;G10L15/16;G06N3/08;G06N3/04;

  • 国家 US

  • 入库时间 2022-08-24 17:26:03

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