On the logic of agent’s emotions

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Yuanyi Wang , Zhen Liu , Tingting Liu , Alexei V. Samsonovich , Valentin V. Klimov
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引用次数: 0

Abstract

Emotions can be instrumental in shaping the cognition of an intelligent agent. This work presents a yet another attempt to formalize emotions based on the Ortony-Clore-Collins (OCC) model. Specifically, we are interested in emotions, the appraisal of which evaluates the consequences for others. The formal modeling framework introduced here is based on the multiagent Affective Probabilistic Logic (AfPL), which allows us to compute the potential of a given emotion, which represents the emotion’s intensity. The value of this potential allows us to distinguish experienced emotions from mere affective responses using a threshold. The framework describes basic as well as compound emotions. An illustrative practical application scenario in the field of intelligent tutoring is analyzed, demonstrating that the model is robust and practically useful in real-life applications. Broader impact and future research directions are discussed.

论代理人的情感逻辑
情绪有助于塑造智能代理的认知能力。本研究在奥托尼-克洛尔-柯林斯(Ortony-Clore-Collins,OCC)模型的基础上,对情绪的形式化进行了又一次尝试。具体来说,我们对情绪感兴趣,因为对情绪的评价会评估对他人造成的后果。这里介绍的正式建模框架基于多代理情感概率逻辑(AfPL),它允许我们计算给定情感的潜能值,该潜能值代表情感的强度。通过该潜能值,我们可以使用阈值将经验情感与单纯的情感反应区分开来。该框架既能描述基本情绪,也能描述复合情绪。我们分析了智能辅导领域的一个实际应用场景,证明了该模型在现实生活应用中的稳健性和实用性。此外,还讨论了更广泛的影响和未来的研究方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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