首页> 外文会议>International Conference on User Modeling(UM 2007); 20070625-29; Corfu(GR) >A User Independent, Biosignal Based, Emotion Recognition Method
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A User Independent, Biosignal Based, Emotion Recognition Method

机译:一种基于用户的,基于生物信号的情绪识别方法

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摘要

A physiological signal based emotion recognition method, for the assessment of three emotional classes: happiness, disgust and fear, is presented. Our approach consists of four steps: (ⅰ) biosignal acquisition, (ⅱ) biosignal preprocessing and feature extraction, (ⅲ) feature selection and (ⅳ) classification. The input signals are facial electromyograms, the electrocardiogram, the respiration and the electrodermal skin response. We have constructed a dataset which consists of 9 healthy subjects. Moreover we present preliminary results which indicate on average, accuracy rates of 0.48,0.68 and 0.69 for recognition of happiness, disgust and fear emotions, respectively.
机译:提出了一种基于生理信号的情绪识别方法,用于评估三种情绪类别:幸福,厌恶和恐惧。我们的方法包括四个步骤:(ⅰ)生物信号采集,(ⅱ)生物信号预处理和特征提取,(ⅲ)特征选择和(ⅳ)分类。输入信号是面部肌电图,心电图,呼吸和皮肤皮肤电反应。我们构建了一个由9个健康受试者组成的数据集。此外,我们提出的初步结果表明,分别用于识别幸福,厌恶和恐惧情绪的准确率分别为0.48、0.68和0.69。

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