Recent years have seen a growing interest in the role that student drawing can play in learning. Because drawing has been shown to contribute to students’ learning and increase their engagement, developing student models to dynamically support drawing holds significant promise. To this end, we introduce diagrammatic student models, which reason about students’ drawing trajectories to generate a...

This study investigated the relationship between student perceptions of others in an online class and both affective and cognitive learning outcomes. Data were gathered from student survey responses and instructor evaluation of performance. Results from this study indicated significant correlations between student perceptions of the presence of other students in the class and scores on an attit...

Traditional forms of assessment used in face-to-face and distance learning education are insufficient to ascertain the learning progress of student and therefore do not provide enough information to detect student learning gaps and improve learning. Another point is that traditional assessment ways rarely involve the student in monitoring his or her own learning through his metacognitive abilit...

This paper introduces a teacher-student framework for reinforcement learning. In this framework, a teacher agent instructs a student agent by suggesting actions the student should take as it learns. However, the teacher may only give such advice a limited number of times. We present several novel algorithms that teachers can use to budget their advice effectively, and we evaluate them in two ex...

The student learning result evaluation system is an essential tool and approach for monitoring and controlling the learning quality. From the perspective of data analysis, this paper conducts a research on student learning result based on data mining. It is aimed at putting forward a rule-discovery approach suitable for the student learning result evaluation and applying it into practice so as ...

In this study, we describe a conversational agent designed to support collaborative learning interactions between pairs of students. We describe a study in which we independently manipulate the social capability and goal alignment of the agent in order to investigate the impact on student learning outcomes and student perceptions. Our results show a significant interaction effect between the tw...

The aim of this systematic research project was to determine the utility of various learning management system tools and correlate them with known factors of student success. Three distinct principles were assimilated to derive a framework for using web-based modes to improve student success. This framework was then supported via evidence found in the literature and practical experience. The th...