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A study of lattice reformulations for integer programming
Institution:1. Technische Universiteit Delft, Mekelweg 4, 2628 CD Delft, the Netherlands;2. CORE, UCLouvain, 34 voie du Roman Pays, 1348 Louvain-la-Neuve, Belgium
Abstract:Branch-and-bound for integer optimization typically uses single-variable disjunctions. Enumerative methods for integer optimization with theoretical guarantees use a non-binary search tree with general disjunctions based on lattice structure. These disjunctions are expensive to compute and challenging to implement. Here we compare two lattice reformulations that can be used to heuristically obtain general disjunctions in the original space, we develop a new lattice-based variant, and compare the derived disjunctions computationally with those produced by the algorithm of Lovász and Scarf.
Keywords:Integer optimization  Lattice-based reformulation  Branching on general disjunctions
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