Generalized Linear Rule Models

no code implementations • 5 Jun 2019 • Dennis Wei, Sanjeeb Dash, Tian Gao, Oktay Günlük

Column generation is used to optimize over an exponentially large space of rules without pre-generating a large subset of candidates or greedily boosting rules one by one.

General Classification regression

Boolean Decision Rules via Column Generation

no code implementations • NeurIPS 2018 • Sanjeeb Dash, Oktay Günlük, Dennis Wei

This paper considers the learning of Boolean rules in either disjunctive normal form (DNF, OR-of-ANDs, equivalent to decision rule sets) or conjunctive normal form (CNF, AND-of-ORs) as an interpretable model for classification.

General Classification