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Prophit: Causal inverse classification for multiple continuously valued treatment policies

14 Feb 2018 • Michael T. Lash • Qihang Lin • W. Nick Street

Inverse classification uses an induced classifier as a queryable oracle to guide test instances towards a preferred posterior class label. The result produced from the process is a set of instance-specific feature perturbations, or recommendations, that optimally improve the probability of the class label... (read more)

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