A study of emotional interaction decision making in human-computer interaction based on the concept of emotional cognitive evaluation

Ren-hua Yang, Jun Zhang
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Abstract

As science and technology continue to advance, there is a growing desire for computers to gradually begin to replace humans in some complex tasks, as well as for them to have more human-like functions. As a result, the modern field of artificial intelligence research has begun to focus on the new research direction of artificial emotions, and the study of emotional robots relies on the ever-improving theories of cognitive psychology, cognitive psychiatry, and cognitive evaluation of emotions. Most machine learning algorithms ignore the high-level regulatory role of cognition and emotion, and as a result, robots do not have the ability to provide emotional feedback during human-robot interaction. In this regard, based on the theory of emotional cognitive evaluation, the author proposes an emotional cognitive decision algorithm based on emotional cognitive evaluation and Q-learning by establishing an emotional cognitive evaluation model, and simulates the emotional intelligence experiment through the improved Q-learning algorithm.
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基于情感认知评价概念的人机交互情感交互决策研究
随着科学技术的不断进步,人们越来越希望计算机在一些复杂的任务中逐渐取代人类,并拥有更多类似人类的功能。因此,现代人工智能研究领域开始关注人工情感这一新的研究方向,而情感机器人的研究依赖于不断完善的认知心理学、认知精神病学、情绪认知评价等理论。大多数机器学习算法忽略了认知和情感的高层次调节作用,导致机器人在人机交互过程中不具备提供情感反馈的能力。对此,笔者在情绪认知评价理论的基础上,通过建立情绪认知评价模型,提出了一种基于情绪认知评价和Q-learning的情绪认知决策算法,并通过改进的Q-learning算法模拟情商实验。
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