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Accurate intelligible models with pairwise interactions

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Aug 11, 2013
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Abstract

Standard generalized additive models (GAMs) usually model the dependent variable as a sum of univariate models. Although previous studies have shown that standard GAMs can be interpreted by users, their accuracy is significantly less than more complex models that permit interactions.

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