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The Role of Haptic Stimuli on Affective Reading: a Pilot Study

机译:触觉刺激对情感阅读的作用:试验研究

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摘要

The affective role of touch has opened new perspectives in human-machine interaction. This paper presents an emotion recognition algorithm to investigate the role of tactile stimuli conveyed through a wearable haptic system during affective reading. To this end, a group of 32 healthy volunteers underwent an emotional stimulation by reading affective texts, with and without the concurrent presence of pleasant haptic stimuli. Throughout the experiment, autonomic nervous system dynamics was quantified through heart rate variability (HRV) and electrodermal activity (EDA) analyses. EDA and HRV features were then used as input of a SVM-RFE learning algorithm for an automatic recognition of neutral and arousing texts. The affective recognition of the reading was performed in the presence or absence of the haptic stimulation. Results show that the affective perception induced by the neutral and arousing reading were discriminated with a significantly improved accuracy (+14.5%) when a caress-like haptic stimulus was conveyed to the user.
机译:触摸的情感作用在人机互动中开辟了新的视角。本文介绍了一种情感识别算法,以研究情感读取过程中触觉触觉系统传送的触觉刺激的作用。为此,一群32名健康志愿者通过阅读情感文本,随着令人愉快的触觉刺激的同时存在,通过阅读情感文本进行情感刺激。在整个实验中,通过心率变异性(HRV)和电卸电子活性(EDA)分析量化自主神经系统动态。然后使用EDA和HRV功能作为SVM-RFE学习算法的输入,用于自动识别中立和唤起文本。在存在或不存在触觉刺激的情况下进行读数的情感识别。结果表明,当对用户传达梳理性触觉刺激时,通过显着提高的精度(+ 14.5%)来区分中性和激发读数诱导的情感感知。

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