Evaluating a computational model of emotion

Evaluating a computational model of emotion
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DOI:
10.1007/s10458-005-1081-1
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发表时间:
2005-07-01
影响因子:
1.9
通讯作者:
Marsella, S
Marsella, S
中科院分区:
计算机科学4区
文献类型:
--
作者:
Gratch, J;Marsella, S

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在一系列潜在应用的推动下,人类情感的计算模型的研究越来越多。为了推动这些模型的发展,我们根据它们声称要模拟的现象来评估它们是至关重要的。在本文中,我们提出了一种评估情绪模型的方法,该方法使用标准的临床工具评估人类的情绪和应对,将模型的行为与人类的行为进行比较。我们用该方法对Gratch和Marsella的情绪与适应模型进行了评价。评估突出了该方法的优点,并确定了该模式需要进一步发展的地方。
Spurred by a range of potential applications, there has been a growing body of research in computational models of human emotion. To advance the development of these models, it is critical that we evaluate them against the phenomena they purport to model. In this paper, we present one method to evaluate an emotion model that compares the behavior of the model against human behavior using a standard clinical instrument for assessing human emotion and coping. We use this method to evaluate the Emotion and Adaptation (EMA) model of emotion Gratch and Marsella. The evaluation highlights strengths of the approach and identifies where the model needs further development.