Designing a socially assistive robot for personalized number concepts learning in preschool children

Caitlyn E. Clabaugh, G. Ragusa, Fei Sha, M. Matarić
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引用次数: 39

Abstract

Designing technological systems for personalized education is an iterative and interdisciplinary process that demands a deep understanding of the application domain, the limitations of current methods and technologies, and the computational methods and complexities behind user modeling and adaptation. We present our design process and the Socially Assistive Robot (SAR) tutoring system to support the efforts of educators in teaching number concepts to preschool children. We focus on the computational considerations of designing a SAR system for young children that may later be personalized along multiple dimensions. We conducted an initial data collection to validate that the system is at the proper challenge level for our target population, and discovered promising patterns in participants' learning styles, nonverbal behavior, and performance. We discuss our plans to leverage the data collected to learn and validate a computational, multidimensional model of number concepts learning.
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设计一种用于学龄前儿童个性化数字概念学习的社交辅助机器人
为个性化教育设计技术系统是一个迭代和跨学科的过程,需要深入了解应用领域,当前方法和技术的局限性,以及用户建模和适应背后的计算方法和复杂性。我们介绍了我们的设计过程和社会辅助机器人(SAR)辅导系统,以支持教育工作者向学龄前儿童教授数字概念的努力。我们将重点放在为幼儿设计SAR系统的计算考虑上,该系统以后可能会在多个维度上个性化。我们进行了初步的数据收集,以验证该系统是否适合我们的目标人群,并在参与者的学习风格、非语言行为和表现中发现了有希望的模式。我们讨论了利用收集的数据来学习和验证数字概念学习的计算性多维模型的计划。
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