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Hansen, Christian; Hansen, Casper; Alstrup, Stephen; Lioma, Christina – International Educational Data Mining Society, 2019
In this paper we consider the problem of modelling when students end their session in an online mathematics educational system. Being able to model this accurately will help us optimize the way content is presented and consumed. This is done by modelling the probability of an action being the last in a session, which we denote as the…
Descriptors: Integrated Learning Systems, Probability, Foreign Countries, Student Behavior
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Hansen, Christian; Hansen, Casper; Hjuler, Niklas; Alstrup, Stephen; Lioma, Christina – International Educational Data Mining Society, 2017
The analysis of log data generated by online educational systems is an important task for improving the systems, and furthering our knowledge of how students learn. This paper uses previously unseen log data from Edulab, the largest provider of digital learning for mathematics in Denmark, to analyse the sessions of its users, where 1.08 million…
Descriptors: Foreign Countries, Markov Processes, Mathematical Models, Student Behavior
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Kukla-Acevedo, Sharon – Journal of Educational Research, 2009
The author explored whether 3 workplace conditions were related to teacher mobility decisions. The modeling strategy incorporated a series of binomial and multinomial logistic models to estimate the effects of administrative support, classroom control, and behavioral climate on teachers' decisions to quit teaching or switch schools. The results…
Descriptors: Mathematical Models, Prediction, Probability, Multiple Regression Analysis
International Association for Development of the Information Society, 2012
The IADIS CELDA 2012 Conference intention was to address the main issues concerned with evolving learning processes and supporting pedagogies and applications in the digital age. There had been advances in both cognitive psychology and computing that have affected the educational arena. The convergence of these two disciplines is increasing at a…
Descriptors: Academic Achievement, Academic Persistence, Academic Support Services, Access to Computers