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Coverage of Emotion Recognition for Common Wearable Biosensors

机译:常见可穿戴生物传感器的情绪识别范围

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摘要

The present research proposes a novel emotion recognition framework for the computer prediction of human emotions using common wearable biosensors. Emotional perception promotes specific patterns of biological responses in the human body, and this can be sensed and used to predict emotions using only biomedical measurements. Based on theoretical and empirical psychophysiological research, the foundation of autonomic specificity facilitates the establishment of a strong background for recognising human emotions using machine learning on physiological patterning. However, a systematic way of choosing the physiological data covering the elicited emotional responses for recognising the target emotions is not obvious. The current study demonstrates through experimental measurements the coverage of emotion recognition using common off-the-shelf wearable biosensors based on the synchronisation between audiovisual stimuli and the corresponding physiological responses. The work forms the basis of validating the hypothesis for emotional state recognition in the literature and presents coverage of the use of common wearable biosensors coupled with a novel preprocessing algorithm to demonstrate the practical prediction of the emotional states of wearers.
机译:本研究提出了一种新颖的情感识别框架,用于使用常见的可穿戴生物传感器对人的情感进行计算机预测。情绪感知促进了人体中生物反应的特定模式,并且仅通过生物医学测量就可以感知并用于预测情绪。基于理论和经验上的心理生理研究,自主性基础的建立有助于建立一个强大的背景,以利用机器学习的生理模式来识别人的情绪。但是,选择覆盖所引起的情绪反应以识别目标情绪的生理数据的系统方法并不明显。当前的研究通过实验测量证明了基于视听刺激与相应生理反应之间的同步,使用常见的现成可穿戴生物传感器进行情感识别的覆盖范围。这项工作构成了验证情感状态识别假说的基础,并介绍了可穿戴生物传感器与新型预处理算法的结合使用,以演示对穿戴者情绪状态的实际预测。

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