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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 2015 · cs.AIShow all

2 papers · 2 filters

cs.AI2015★ 14 cited

Learning Optimized Or's of And's

Tong Wang, Cynthia Rudin

Or's of And's (OA) models are comprised of a small number of disjunctions of conjunctions, also called disjunctive normal form. An example of an OA model is as follows: If ($x_1 =…

cs.AI2015★ 14 cited

Causal Falling Rule Lists

Fulton Wang, Cynthia Rudin

A causal falling rule list (CFRL) is a sequence of if-then rules that specifies heterogeneous treatment effects, where (i) the order of rules determines the treatment effect subgro…