在机器人指导的互动中,人们为了行动学习而改变他们的辅导行为

Anna-Lisa Vollmer, K. Lohan, K. Fischer, Y. Nagai, K. Pitsch, J. Fritsch, K. Rohlfing, Britta Wredek
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引用次数: 80

摘要

在发展研究中,辅导行为被认为是脚手架婴儿的学习过程。它被定义为儿童导向言语(Motherese)、儿童导向动作(Motionese)和偶然性。在发育机器人领域,研究通常假设在人机交互(HRI)中,机器人被视为婴儿,因为它们未成熟的认知能力受益于这种行为。然而,据我们所知,很少有人研究这是否正确,以及人类究竟如何改变他们对机器人互动伙伴的行为。在本文中,我们通过与成人和8-11个月大的婴儿在同等条件下进行比较,提出了关于机器人代理在社会学习场景中的接受程度的结果。这些结果为在社交机器人中应用辅导行为提供了重要的实证依据。在我们的研究中,我们使用配备自下而上的基于显著性的注意力模型的机器人仿真示例,对辅导情况下的HRI进行了详细的多模态分析[1]。我们的研究结果揭示了手的运动速度、运动停顿、运动范围和眼睛凝视的显著差异,例如,成年人在成人与儿童互动(ACI)中会降低他们的手的运动速度,而在成人与成人互动(AAI)中,这种降低甚至在成人与机器人互动(ARI)中更高。我们还发现,随着相互作用的展开,ACI和ARI之间的行为如何随着时间的推移而改变,这两者之间存在重要差异。这些发现表明,有必要将自上而下的反馈结构整合到自下而上的系统中,以使机器人完全被接受为交互伙伴。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
People modify their tutoring behavior in robot-directed interaction for action learning
In developmental research, tutoring behavior has been identified as scaffolding infants' learning processes. It has been defined in terms of child-directed speech (Motherese), child-directed motion (Motionese), and contingency. In the field of developmental robotics, research often assumes that in human-robot interaction (HRI), robots are treated similar to infants, because their immature cognitive capabilities benefit from this behavior. However, according to our knowledge, it has barely been studied whether this is true and how exactly humans alter their behavior towards a robotic interaction partner. In this paper, we present results concerning the acceptance of a robotic agent in a social learning scenario obtained via comparison to adults and 8-11 months old infants in equal conditions. These results constitute an important empirical basis for making use of tutoring behavior in social robotics. In our study, we performed a detailed multimodal analysis of HRI in a tutoring situation using the example of a robot simulation equipped with a bottom-up saliency-based attention model [1]. Our results reveal significant differences in hand movement velocity, motion pauses, range of motion, and eye gaze suggesting that for example adults decrease their hand movement velocity in an Adult-Child Interaction (ACI), opposed to an Adult-Adult Interaction (AAI) and this decrease is even higher in the Adult-Robot Interaction (ARI). We also found important differences between ACI and ARI in how the behavior is modified over time as the interaction unfolds. These findings indicate the necessity of integrating top-down feedback structures into a bottom-up system for robots to be fully accepted as interaction partners.
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