Abstract | ||
---|---|---|
In this paper we introduce DRL*, a new hierarchy of linear relaxations for 0-1 mixed integer linear programs (MIPs), based on the idea of Reformulation-Linearization, and explore its links with the Lift-and-Project (L&P) hierarchy and the Sherali-Adams (RLT) hierarchy. The relaxations of the new hierarchy are shown to be intermediate in strength between L&P and RLT relaxations, and examples are shown for which it leads to significantly stronger bounds than those obtained from Lift-and-Project relaxations. On the other hand, as opposed to the RLT relaxations, a key advantage of the DRL* relaxations is that they feature a decomposable structure when formulated in extended space, therefore lending themselves to more efficient solution algorithms by properly exploiting decomposition. Links between DRL* and both the L&P and RLT hierarchies are further explored, and those constraints which should be added to the rank d L&P relaxation (resp to the rank d RLT relaxation) to make it coincide with the rank d DRL* relaxation (resp: to the rank d RLT relaxation) are identified. Furthermore, a full characterization of those 0-1 MIPs for which the DRL* and RLT relaxations coincide is obtained. As an application, we show that both the RLT and DRL* relaxations are the same up to rank d for the problem of optimizing a pseudoboolean function of degree d over a polyhedron. We report computational results comparing the strengths of the rank 2 L&P, DRL* and RLT relaxations. Impact on possible improved efficiency in computing some bounds for the quadratic assignment problem and other directions for future research are suggested in the conclusions. |
Year | DOI | Venue |
---|---|---|
2010 | 10.1016/j.dam.2010.08.020 | Discrete Applied Mathematics |
Keywords | DocType | Volume |
linear relaxation,reformulation–linearization-technique,pseudoboolean optimization,integer programming,disjunctive-programming,rlt hierarchy,computational result,p relaxation,lift-and-project relaxation,decomposable structure,new hierarchy,rlt relaxation,strong block-decomposable linear relaxation,lift-and-project,mixed integer linear program,quadratic assignment problem | Journal | 158 |
Issue | ISSN | Citations |
18 | Discrete Applied Mathematics | 3 |
PageRank | References | Authors |
0.45 | 24 | 2 |
Name | Order | Citations | PageRank |
---|---|---|---|
Michel Minoux | 1 | 741 | 100.18 |
H. Ouzia | 2 | 3 | 0.45 |