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Fig. 1 | BMC Medical Research Methodology

Fig. 1

From: Don’t dismiss logistic regression: the case for sensible extraction of interactions in the era of machine learning

Fig. 1

Characteristics of generalized linear modeling approach (blue), decision trees (orange), random forest (green), true model (black); (a-b) Predictor X1 versus binary response Y for the a) linear continuous predictor, b) non-linear transformed predictor; c) binary prediction performance as a function of interaction strength, smoothed using Savitzky-Golay filter to best illustrate trends

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