Probability of unique integer solution to a system of linear equations

نویسندگان

  • Olvi L. Mangasarian
  • Benjamin Recht
چکیده

We consider a system of m linear equations in n variables Ax = d and give necessary and sufficient conditions for the existence of a unique solution to the system that is integer: x ∈ {−1,1}n. We achieve this by reformulating the problem as a linear program and deriving necessary and sufficient conditions for the integer solution to be the unique primal optimal solution. We show that as long as m is larger than n/2, then the linear programming reformulation succeeds for most instances, but if m is less than n/2, the reformulation fails on most instances. We also demonstrate that these predictions match the empirical performance of the linear programming formulation to very high accuracy.

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عنوان ژورنال:
  • European Journal of Operational Research

دوره 214  شماره 

صفحات  -

تاریخ انتشار 2011