Datarobot, Inc.

Thomas Whitehead

Xavier Conort

Mark Benjamin Romanowsky

Thomas Stearns

Anastasiia Tamazlykar

Jared Bowns

Mohak Saxena

Systems and methods are described for interpreting machine learning model predictions. An example method includes: providing a machine learning model configured to receive a plurality of features as input and provide a prediction as output, wherein the plurality of features includes an engineered feature including a combination of two or more parent features; calculating a Shapley value for each feature in the plurality of features; and allocating a respective portion of the Shapley value for the engineered feature to each of the two or more parent features.

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Cambridge, MA, United States of America

Thomas Whitehead