Mining Sequential Learning Trajectories With Hidden Markov Models For Early Prediction of At-Risk Students in E-Learning Environments
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DOI: 10.1109/tlt.2022.3197486
Abstract: With the onset of online education via technology-enhanced learning platforms, large amount of educational data is being generated in the form of logs, clickstreams, performance, etc. These Virtual Learning Environments provide an opportunity to the… read more here.
Keywords: learning environments; hidden markov; students learning; mining sequential ... See more keywords
Classification with Single Constraint Progressive Mining of Sequential Patterns
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DOI: 10.11591/ijece.v7i4.pp2142-2151
Abstract: Classification based on sequential pattern data has become an important topic to explore. One of research has been carried was the Classify-By-Sequence, CBS. CBS classified data based on sequential patterns obtained from AprioriLike sequential pattern… read more here.
Keywords: classification; cbs; single constraint; sequential patterns ... See more keywords