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Regularized regression outperforms trees for predicting cognitive function in the Health and Retirement Study

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Background: Generalized linear models have been favored in healthcare research due to their interpretability. In contrast, tree-based models, such as random forest or boosted trees, are often preferred in machine learning (ML) an... ...