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E-Learning oriented emotion regulation Mechanism and strategies in interactive text applications

机译:面向电子学习的情绪调节在交互式文本应用中的机制和策略

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Aiming at compensating the lack of affect interaction between teachers and students in e-Learning systems/environments, this paper presents an architecture of interactive text-oriented affect compensation Mechanism in e-Learning. Based on which, a hierarchical emotion regulation agent (ERA) is proposed to perceive the emotion state of an individual or group from sentences, make decisions on how to adjust their emotions in a way of on-line discussion group, and control the compensation behaviors. In which, inspired by the strategies that have been widely used in the fields of psychology and sociology, the emotion regulation polices are designed for textual interaction applications. Moreover, two curves for emotion intensity change over time are introduced into predict the emotion intensity for individual and when a group effort takes, respectively. Finally, an emotion regulation chatroom is designed and implemented to validate and verify the proposed model and mechanism. Different from the video- and audio-data based emotion classification, our method is suitable for interactive texts that widely exist in e- Learning. The emotion regulation strategies can especially benefit the interacting sides in the text-based communication.
机译:为了弥补电子学习系统/环境中师生之间缺乏情感互动的不足,本文提出了一种基于文本的交互式交互式电子学习情感补偿机制的体系结构。在此基础上,提出了一种分层的情绪调节剂(ERA),可以从句子中感知个人或群体的情绪状态,并通过在线讨论小组的方式来决定如何调节他们的情绪,并控制补偿行为。 。其中,受心理学和社会学领域广泛使用的策略的启发,情绪调节策略被设计用于文本交互应用。此外,引入了两条情绪强度随时间变化的曲线,分别用于预测个人和集体努力时的情绪强度。最后,设计并实现了一个情绪调节聊天室,以验证和验证所提出的模型和机制。与基于视频和音频数据的情感分类不同,我们的方法适用于电子学习中广泛存在的交互式文本。情绪调节策略尤其可以使基于文本的交流中的交互方面受益。

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