A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models

OBJECTIVE: To compare performance of logistic regression (LR) with machine learning (ML) for clinical prediction modeling. STUDY DESIGN AND SETTING: We conducted a Medline literature search (1/2016 to 8/2017), and extracted comparisons between LR and ML models for binary outcomes. RESULTS: We includ...

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Bibliographic Details
Main Authors: Evangelia, C, Jie, M, Collins, G, Steyerberg, E, Verbakel, J, Van Calster, B
Format: Journal article
Language:English
Published: Elsevier 2019