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David Gamarnik - Linear Phase Transition in Random Linear Constraint Satisfaction Problems

dmtcs:3351 - Discrete Mathematics & Theoretical Computer Science, January 1, 2003, DMTCS Proceedings vol. AC, Discrete Random Walks (DRW'03) - https://doi.org/10.46298/dmtcs.3351
Linear Phase Transition in Random Linear Constraint Satisfaction ProblemsConference paper

Authors: David Gamarnik 1

  • 1 Department of Mathematical Sciences

Our model is a generalized linear programming relaxation of a much studied random K-SAT problem. Specifically, a set of linear constraints C on K variables is fixed. From a pool of n variables, K variables are chosen uniformly at random and a constraint is chosen from C also uniformly at random. This procedure is repeated m times independently. We are interested in whether the resulting linear programming problem is feasible. We prove that the feasibility property experiences a linear phase transition,when n and m=cn for a constant c. Namely, there exists a critical value c such that, when c<c, the problem is feasible or is asymptotically almost feasible, as n, but, when c>c, the "distance" to feasibility is at least a positive constant independent of n. Our result is obtained using the combination of a powerful local weak convergence method developed in Aldous [1992, 2000], Aldous and Steele [2003], Steele [2002] and martingale techniques. By exploiting a linear programming duality, our theorem impliesthe following result in the context of sparse random graphs G(n,cn) on n nodes with cn edges, where edges are equipped with randomly generated weights. Let M(n,c) denote maximum weight matching in G(n,cn). We prove that when c is a constant and n, the limit limnM(n,c)/n, exists, with high probability. We further extend this result to maximum weight b-matchings also in G(n,cn).


Volume: DMTCS Proceedings vol. AC, Discrete Random Walks (DRW'03)
Section: Proceedings
Published on: January 1, 2003
Imported on: May 10, 2017
Keywords: Random K-SAT,Satisfiability Threshold,Linear Programming,Sparse Random Graphs,[INFO.INFO-DS]Computer Science [cs]/Data Structures and Algorithms [cs.DS],[INFO.INFO-DM]Computer Science [cs]/Discrete Mathematics [cs.DM],[MATH.MATH-CO]Mathematics [math]/Combinatorics [math.CO],[INFO.INFO-CG]Computer Science [cs]/Computational Geometry [cs.CG]

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