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20172026
most citedExact Combinatorial Optimization with Graph Convolutional Neural Networks

249 citations · 790 across the 59 of their papers we have counts for

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Showing 2023Show all

6 papers · 1 filter

cs.LG2023

An improved column-generation-based matheuristic for learning classification trees

Krunal Kishor Patel, Guy Desaulniers, Andrea Lodi

Decision trees are highly interpretable models for solving classification problems in machine learning (ML). The standard ML algorithms for training decision trees are fast but gen…

math.OC2023★ 1 cited

Assortment Optimization with Visibility Constraints

Theo Barre, Omar El Housni, Marouane Ibn Brahim +2

Motivated by applications in e-retail and online advertising, we study the problem of assortment optimization under visibility constraints, that we refer to as APV. Here, we are gi…

math.OC2023★ 1 cited

Integer Programming Games: A Gentle Computational Overview

Margarida Carvalho, Gabriele Dragotto, Andrea Lodi +1

In this tutorial, we present a computational overview on computing Nash equilibria in Integer Programming Games (s), , how to compute solutions for a class of non-cooper…

math.OC2023★ 120 cited

Operational Research: Methods and Applications

Fotios Petropoulos, Gilbert Laporte, Emel Aktas +79

Throughout its history, Operational Research has evolved to include a variety of methods, models and algorithms that have been applied to a diverse and wide range of contexts. This…

math.OC2023

The Critical Node Game

Gabriele Dragotto, Amine Boukhtouta, Andrea Lodi +1

In this work, we introduce a game-theoretic model that assesses the cyber-security risk of cloud networks and informs security experts on the optimal security strategies. Our appro…

math.OC2023

Recovering Dantzig-Wolfe Bounds by Cutting Planes

Rui Chen, Oktay Gunluk, Andrea Lodi

Dantzig-Wolfe (DW) decomposition is a well-known technique in mixed-integer programming (MIP) for decomposing and convexifying constraints to obtain potentially strong dual bounds.…