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Response Transformation and Profit Decomposition for Revenue Uplift Modeling
The proposed methodology entails a transformation of the prediction target, customer-level revenues, that facilitates implementing a causal uplift model using standard machine learning algorithms.
Boosting algorithms for uplift modeling
Uplift modeling is an area of machine learning which aims at predicting the causal effect of some action on a given individual.
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