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Progressive Prediction of Student Performance in College Programs

AAAI 2017 · Label-efficient and robust learning › Knowledge distillation · approach: Teacher properties and robustness · 29 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
progressive ensemble using previous-quarter predictor output plus current base predictor (EPP) instead of base predictor aloneKNN base predictor · UCLA MAE on-time graduationaccuracyHelped
use EPP instead of evolving GPA-only classifierGPA benchmark · UCLA MAE on-time graduationaccuracyHelped
use EPP instead of evolving total-credit-only classifierCredit benchmark · UCLA MAE on-time graduationaccuracyHelped

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