16 citations · 31 across the 10 of their papers we have counts for
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cs.AI2018
Boolean Decision Rules via Column Generation
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…
math.OC2018
Robust-to-Dynamics Optimization
Amir Ali Ahmadi, Oktay Gunluk
A robust-to-dynamics optimization (RDO) problem is an optimization problem specified by two pieces of input: (i) a mathematical program (an objective function $f:\mathbb{R}^n\right…
cs.LG2018
Low-Rank Boolean Matrix Approximation by Integer Programming
Reka Kovacs, Oktay Gunluk, Raphael Hauser
Low-rank approximations of data matrices are an important dimensionality reduction tool in machine learning and regression analysis. We consider the case of categorical variables,…