English

Phase transitions in integer linear problems

Statistical Mechanics 2017-10-11 v1 Disordered Systems and Neural Networks Computational Complexity

Abstract

The resolution of linear system with positive integer variables is a basic yet difficult computational problem with many applications. We consider sparse uncorrelated random systems parametrised by the density cc and the ratio α=N/M\alpha=N/M between number of variables NN and number of constraints MM. By means of ensemble calculations we show that the space of feasible solutions endows a Van-Der-Waals phase diagram in the plane (cc, α\alpha). We give numerical evidence that the associated computational problems become more difficult across the critical point and in particular in the coexistence region.

Keywords

Cite

@article{arxiv.1705.06303,
  title  = {Phase transitions in integer linear problems},
  author = {S. Colabrese and D. De Martino and L. Leuzzi and E. Marinari},
  journal= {arXiv preprint arXiv:1705.06303},
  year   = {2017}
}

Comments

15 pages, 6 figures, comments are welcome