2015 · 15 citations · 5 references
EducationEducational TechnologyInformation TechnologyArtificial Intelligence In EducationBig Data AnalyticsPredictive AnalyticsData PreprocessingLearner Behavior AnalysisLearner ModelingLearning AnalyticsMachine Learning For Big DataStudent ModelingHidden Information ModelsLearner Performance PredictionMapreduceMapreduce AlgorithmsPredictive Modeling In EducationPredictive Student AnalyticsStudent Data AnalysisStudent Performance Data Analysis
In recent years the amount of data stored in educational database is growing rapidly. The stored database contains hidden information which if used aids improvement of student's performance and behaviour. In this paper predictive modelling approach is used for extracting this hidden information. Data is collected, a predictive model is formulated, predictions are made, and the model is validated as additional data becomes available. The predictive models will help the instructor to understand how well or how poorly the students in his/her class will perform, and hence the instructor can choose proper pedagogical and instructional interventions to enhance student learning outcomes. The implementation is done in Hadoop framework with MapReduce and Revolutionary R Enterprise RRE.
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