计算机集成制造系统 ›› 2021, Vol. 27 ›› Issue (4): 1188-1200.DOI: 10.13196/j.cims.2021.04.023

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基于Agent的映射的情感劝说行为产生模型

伍京华,叶慧慧,李岩+   

  1. 中国矿业大学(北京)管理学院
  • 出版日期:2021-04-30 发布日期:2021-04-30
  • 基金资助:
    国家自然科学基金资助项目(71972177,71502170);中央高校基本科研业务费专项资金资助项目(2020YJSGL04)。

Persuasion behavior generation model based on Agent's emotional mapping

  • Online:2021-04-30 Published:2021-04-30
  • Supported by:
    Project supported by the National Natural Science Foundation,China(No.71972177,71502170),and the Fundamental Research Funds for Central Universities,China(No.2020YJSGL04).

摘要: 针对既有研究中对基于Agent的情感劝说过程中的动态变化因素量化不足的现状,将情感引入基于Agent的劝说行为产生模型。首先定义基于Agent的情感映射,结合层次分析法和Agent个性参数,建立基于个性化高斯混合模型(P-GMM)的Agent“个性—心情”映射模型;利用三维心情空间(PAD)和OCC模型,通过距离归一化获得修正矩阵,构建基于修正矩阵的Agent“心情—情绪”映射模型;然后结合上述两个情感映射模型,并根据Ekman情感分类,构建基于Agent的映射的情感产生模型;继而划分基于Agent的情感劝说行为,考虑Agent的心情更新和情绪衰减,构建基于Agent的映射的情感劝说行为产生模型;最后采用相应的算例,通过对比实验和灵敏度分析,检验了模型的效果,并讨论了蕴含的管理启示。

关键词: Agent情感映射, 情感产生, 劝说风格, 情感劝说行为, 产生模型

Abstract: Considering extant literature's insufficient quantification of dynamic factors in Agent-based emotional persuasion,emotion was introduced into the generation model of Agent-based persuasion behavior.Agent's emotional mapping was defined,and the Personalized Gaussian Mixture Model (P-GMM) based Agent's “personality-mood” emotional mapping model was established by combining the analytic hierarchy process and the parameters of Agent's personality.The Pleasure-Arousal-Dominance(PAD) and OCC models were then used to obtain the corrected matrix through distance normalization,based on which Agent's “mood-emotion” mapping model was constructed.Combined with the above two emotional mapping models and in terms of Ekman's emotion classification,an emotion generation model based on Agent-based mapping was constructed.Furthermore,Agent's emotional persuasion behavior was classified,and the generation model of each type of the persuasion behavior was constructed by considering both Agent's mood updates and emotion attenuation.A numerical example was constructed to test the effects of the proposed models and the managerial insights were discussed through comparative experiments and sensitivity analysis.

Key words: Agent's emotional mapping, emotion generation, persuasion style, emotional persuasion behavior, generation model

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