122 citations · 553 across the 26 of their papers we have counts for
4 papers · 1 filter
Interpretable Patient Mortality Prediction with Multi-value Rule Sets
Tong Wang, Veerajalandhar Allareddy, Sankeerth Rampa +1
We propose a Multi-vAlue Rule Set (MRS) model for in-hospital predicting patient mortality. Compared to rule sets built from single-valued rules, MRS adopts a more generalized form…
Multi-Value Rule Sets
Tong Wang
We present the Multi-vAlue Rule Set (MARS) model for interpretable classification with feature efficient presentations. MARS introduces a more generalized form of association rules…
Causal Rule Sets for Identifying Subgroups with Enhanced Treatment Effect
Tong Wang, Cynthia Rudin
A key question in causal inference analyses is how to find subgroups with elevated treatment effects. This paper takes a machine learning approach and introduces a generative model…
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 =…