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20052026
most citedAll Models are Wrong, but Many are Useful: Learning a Variable's Importance by Studying an Entire Class of Prediction Models Simultaneously

1.2k citations · 5k across the 152 of their papers we have counts for

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Showing 2011 · stat.MLShow all

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stat.ML2011★ 3 cited

Machine Learning with Operational Costs

Theja Tulabandhula, Cynthia Rudin

This work proposes a way to align statistical modeling with decision making. We provide a method that propagates the uncertainty in predictive modeling to the uncertainty in operat…