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Wan, Han; Zhong, Zihao; Tang, Lina; Gao, Xiaopeng – IEEE Transactions on Learning Technologies, 2023
Small private online courses (SPOCs) have influenced teaching and learning in China's higher education. Learning management systems (LMSs) are important components in SPOCs. They can collect various data related to student behavior and support pedagogical interventions. This research used feature engineering and nearest neighbor smoothing models…
Descriptors: Online Courses, Learning Management Systems, Higher Education, Student Behavior
Xiong, Xiaolu; Zhao, Siyuan; Van Inwegen, Eric G.; Beck, Joseph E. – International Educational Data Mining Society, 2016
Over the last couple of decades, there have been a large variety of approaches towards modeling student knowledge within intelligent tutoring systems. With the booming development of deep learning and large-scale artificial neural networks, there have been empirical successes in a number of machine learning and data mining applications, including…
Descriptors: Intelligent Tutoring Systems, Computer Software, Bayesian Statistics, Knowledge Level
Rollinson, Joseph; Brunskill, Emma – International Educational Data Mining Society, 2015
At their core, Intelligent Tutoring Systems consist of a student model and a policy. The student model captures the state of the student and the policy uses the student model to individualize instruction. Policies require different properties from the student model. For example, a mastery threshold policy requires the student model to have a way…
Descriptors: Prediction, Models, Educational Policy, Intelligent Tutoring Systems
Senko, Corwin; Tropiano, Katie L. – Journal of Educational Psychology, 2016
Achievement goal theory (Dweck, 1986) initially characterized mastery goals and performance goals as opposites in a good-bad dualism of student motivation. A later revision (Harackiewicz, Barron, & Elliot, 1998) contended that both goals can provide benefits and be pursued together. Perhaps both frameworks are correct: Their contrasting views…
Descriptors: Comparative Analysis, Goal Orientation, Guidelines, Outcomes of Education
Schwab, Susanne; Hessels, Marco G. P. – Scandinavian Journal of Educational Research, 2015
This study focuses on the goal orientation of students with and without special education needs (SEN) in inclusive schools. Participants were 186 students (110 boys; 76 girls) from Grade 7 (mean age = 13.83). Of these, 93 were diagnosed as having SEN, while the other 93 were mainstream students matched on IQ. Students without SEN scored…
Descriptors: Academic Achievement, Goal Orientation, Special Education, Educational Needs
Sullivan, Colleen Janette – ProQuest LLC, 2010
First-year students experience academic, social, and emotional adjustments as they transition to college. First-year experience courses support students in this transitional phase by helping them integrate into the campus environment and by teaching them college-appropriate learning strategies. This study explored the role that participation in a…
Descriptors: College Freshmen, Seminars, Grade Point Average, Self Efficacy