This paper proposes a more comprehensive look at the ideas of KS and Area Under the Curve AUC of a cumulative gains chart to develop a model quality statistic which can be used agnostically to evaluate the quality of a wide range of models in a standardized fashion. It can be either used holistically on the entire range of the model or at a given decision threshold of the model. Further it can be extended into the model learning process. Cumulative Gains Model Quality Metric
Document worth reading: “Cumulative Gains Model Quality Metric”
12 Thursday Mar 2015
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