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Comparing the prediction performance of item response theory and machine learning methods on item responses for educational assessments

Jung Yeon Park, Klest Dedja, Konstantinos Pliakos, Jinho Kim, Frederik Cornillie, Celine Vens, Wim Van Den Noortgate

Behavior Research Methods · 2022 · 18 citations · 31 references

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31

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

XGBoost

2016 · 48.6K citations · Full text

, , +15

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

, , +17

No free lunch theorems for optimization

David H. Wolpert, William G. Macready · IEEE Transactions on Evolutionary Computation · 1997 · 13.9K citations

, , +12

<b>mice</b>: Multivariate Imputation by Chained Equations in<i>R</i>

Stef van Buuren, Karin Groothuis‐Oudshoorn · Journal of Statistical Software · 2011 · 13.6K citations · Full text

, , +13