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A physicist's approach to number partioning

Stephan Mertens


Abstract

The statistical physics approach to the number partioning problem, a classical NP-hard problem, is both simple and rewarding. Very basic notions and methods from statistical mechanics are enough to obtain analytical results for the phase boundary that separates the “easy-to-solve” from the “hard-to-solve” phase of the NPP as well as for the probability distributions of the optimal and sub-optimal solutions. In addition, it can be shown that solving a number partioning problem of size N is essentially equivalent to locating the minimum in an unsorted list of O(2N) numbers. Considering this equivalence it is not surprising that known heuristics for the partitioning problem are not significantly better than simple random search.


BiBTeX Entry

@article{,
  author =	 {Stephan Mertens},
  title =	 {A physicist's approach to number partitioning},
  journal =	 {Theoretical Computer Science},
  volume =       {265},
  number =       {1-2},
  pages =        {79--108},
  year =	 {2001}
}

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npp3.ps.gz (gzip'ed postscript, 175 k)

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updated on Sunday, April 17th 2005, 10:27:25 CET;