A multilayer perceptron trained on compiler-error counts and student behavior sequences predicts MOOC pass/fail with 70.49% accuracy on one 80/20 split, with sequence patterns mainly found among failing students.
Programming Pluralism: Using Learning Analytics to Detect PatternsintheLearningofComputerProgramming,
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Behavior Pattern and Compiled Information Based Performance Prediction in MOOCs
A multilayer perceptron trained on compiler-error counts and student behavior sequences predicts MOOC pass/fail with 70.49% accuracy on one 80/20 split, with sequence patterns mainly found among failing students.