6 citations · 12 across the 4 of their papers we have counts for
4 papers · 1 filter
An Outer Approximation Method for Solving Mixed-Integer Convex Quadratic Programs with Indicators
Linchuan Wei, Simge Küçükyavuz
Mixed-integer convex quadratic programs with indicator variables (MIQP) encompass a wide range of applications, from statistical learning to energy, finance, and logistics. The out…
On the convex hull of convex quadratic optimization problems with indicators
Linchuan Wei, Alper Atamtürk, Andrés Gómez +1
We consider the convex quadratic optimization problem with indicator variables and arbitrary constraints on the indicators. We show that a convex hull description of the associated…
Ideal formulations for constrained convex optimization problems with indicator variables
Linchuan Wei, Andres Gomez, Simge Kucukyavuz
Motivated by modern regression applications, in this paper, we study the convexification of a class of convex optimization problems with indicator variables and combinatorial const…
Consistent Second-Order Conic Integer Programming for Learning Bayesian Networks
Simge Kucukyavuz, Ali Shojaie, Hasan Manzour +2
Bayesian Networks (BNs) represent conditional probability relations among a set of random variables (nodes) in the form of a directed acyclic graph (DAG), and have found diverse ap…