In this paper I show that the free energy F and the cost C associated to a bipartite matching problem can be explicitly estimated in term of the solution of a suitable system of equations (cavity equations in the following). The proof of these results relies on a well known result in combinatorics: the Van der Waerden conjecture (Egorychev-Falikman Theorem). Cavity equations, derived by a mean field argument by Mezard and Parisi, can be considered as a smoothed form of the dual formulation for the bipartite matching problem. Moreover cavity equation are the Euler-Lagrange equations of a convex functional G parameterized by the temperature T. In term of their unique solution it is possible to define a free-energy-like function of the temperature g(T). g is a strictly decreasing concave function of T and C = g(0). The convexity of G allows to define an explicit algorithm to find the solution of the cavity equations at a given temperature T. Moreover, once the solution of the cavity equations at a given temperature T is known, the properties of g allow to find exact estimates from below and from above of the cost C.

Bipartite matching and Van der Waerden conjecture / Caglioti, Emanuele. - In: JOURNAL OF STATISTICAL PHYSICS. - ISSN 0022-4715. - 107:3-4(2002), pp. 857-867. [10.1023/a:1014594331863]

Bipartite matching and Van der Waerden conjecture

CAGLIOTI, Emanuele
2002

Abstract

In this paper I show that the free energy F and the cost C associated to a bipartite matching problem can be explicitly estimated in term of the solution of a suitable system of equations (cavity equations in the following). The proof of these results relies on a well known result in combinatorics: the Van der Waerden conjecture (Egorychev-Falikman Theorem). Cavity equations, derived by a mean field argument by Mezard and Parisi, can be considered as a smoothed form of the dual formulation for the bipartite matching problem. Moreover cavity equation are the Euler-Lagrange equations of a convex functional G parameterized by the temperature T. In term of their unique solution it is possible to define a free-energy-like function of the temperature g(T). g is a strictly decreasing concave function of T and C = g(0). The convexity of G allows to define an explicit algorithm to find the solution of the cavity equations at a given temperature T. Moreover, once the solution of the cavity equations at a given temperature T is known, the properties of g allow to find exact estimates from below and from above of the cost C.
2002
bipartite matching; cavity equations; statistical mechanics
01 Pubblicazione su rivista::01a Articolo in rivista
Bipartite matching and Van der Waerden conjecture / Caglioti, Emanuele. - In: JOURNAL OF STATISTICAL PHYSICS. - ISSN 0022-4715. - 107:3-4(2002), pp. 857-867. [10.1023/a:1014594331863]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/49318
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