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Social and Caring Tutors ITS 2010 Keynote Address

机译:社交和关怀老师ITS 2010主题演讲

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If computers are to interact naturally with humans, they must express social competencies and recognize human emotion. This talk describes the role of technology in responding to both affect and cognition and examines research to identify student emotions (frustration, boredom and interest) with around 80% accuracy using hardware sensors and student self-reports. We also discuss "caring" computers that use animated learning companions to talk about the malleability of intelligence and importance of effort and perseverance. Gender differences were noted in the impact of these companions on student affect as were differences for students with learning disabilities. In both cases, students who used companions showed improved math attitudes, increased motivation and reduced frustration and anxiety over the long term. We also describe social tutors that scaffold collaborative problem solving in ill-defined domains. These tutors use deep domain understanding of students' dialogue to recognize (with over 85% accuracy) students who are engaged in useful learning activities. Finally, we describe tutors that help online participants engaged in situations involving differing opinions, e.g., in online dispute mediation, bargaining, and civic deliberation processes.
机译:如果计算机要与人类自然互动,则它们必须表达社交能力并识别人类情感。本演讲描述了技术在响应情感和认知方面的作用,并研究了使用硬件传感器和学生自我报告以大约80%的准确性识别学生情绪(沮丧,无聊和兴趣)的研究。我们还将讨论使用动画学习同伴的“关怀”计算机,这些计算机讨论智力的可塑性以及努力和毅力的重要性。在这些同伴对学生情感的影响中注意到了性别差异,对学习障碍学生的差异也是如此。在这两种情况下,长期来看,使用同伴的学生表现出改善的数学态度,增强的动机以及减少的挫败感和焦虑感。我们还描述了社会辅导员,他们在不确定的领域中支持协作解决问题。这些导师使用对学生对话的深入了解来识别(以超过85%的准确度)从事有益学习活动的学生。最后,我们描述了可帮助在线参与者处理涉及不同意见的情况的导师,例如在线纠纷调解,议价和公民协商过程。

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