Random Structures and Algorithms · 2001 · 289 citations · 24 references
Natural SciencesComputer ScienceMathematicsAlgorithmsCombinatoricsProbability TheoryAssignment ProblemsCombinatorial OptimizationLimit TheoremsMatching TheoryProbabilistic CombinatoricsGraph MatchingMatchingMatching AlgorithmsMatching ProblemsOptimal MatchingRandom Graph Theory
Abstract The random assignment (or bipartite matching) problem asks about A n =min π ∑ c ( i , π( i )), where ( c ( i , j )) is a n × n matrix with i.i.d. entries, say with exponential(1) distribution, and the minimum is over permutations π. Mézard and Parisi (1987) used the replica method from statistical physics to argue nonrigorously that EA n →ζ(2)=π 2 /6. Aldous (1992) identified the limit in terms of a matching problem on a limit infinite tree. Here we construct the optimal matching on the infinite tree. This yields a rigorous proof of the ζ(2) limit and of the conjectured limit distribution of edge‐costs and their rank‐orders in the optimal matching. It also yields the asymptotic essential uniqueness property: every almost‐optimal matching coincides with the optimal matching except on a small proportion of edges. ©2001 John Wiley & Sons, Inc. Random Struct. Alg., 18: 381–418, 2001
24
<i>Spin Glass Theory and Beyond</i>
Marc Mézard, Giorgio Parisi, M. A. Virasoro et al. · Physics Today · 1988 · 2.8K citations
Encyclopedia of Statistical Sciences
KK, Samuel Kotz, Campbell B. Read et al. · Journal of the American Statistical Association · 1998 · 588 citations
Maximum matching in sparse random graphs
Richard M. Karp, M. Sipser · 1981 · 259 citations