Phase Diagram for the Constrained Integer Partitioning Problem

We consider the problem of partitioning n integers into two subsets of given cardinalities such that the discrepancy, the absolute value of the difference of their sums, is minimized. The integers are i.i.d. random variables chosen uniformly from the set {1, . . . , M}. We study how the typical behavior of the optimal partition depends on n, M and the bias s, the difference between the cardinalities of the two subsets in the partition. In particular, we rigorously establish this typical behavior as a function of the two parameters κ := n log2 M and b := |s|/n by proving the existence of three distinct “phases” in the κbplane, characterized by the value of the discrepancy and the number of optimal solutions: a “perfect phase” with exponentially many optimal solutions with discrepancy 0 or 1; a “hard phase” with minimal discrepancy of order Me; and a “sorted phase” with an unique optimal partition of order Mn, obtained by putting the (s + n)/2 smallest integers in one subset. Our phase diagram covers all but a relatively small region in the κb-plane. We also show that the three phases can be alternatively characterized by the number of basis solutions of the associated linear programming problem, and by the fraction of these basis solutions whose ±1-valued components form optimal integer partitions of the subproblem with the corresponding weights. We show in particular that this fraction is one in the sorted phase, and exponentially small in both the perfect and hard phases, and strictly exponentially smaller in the hard phase than in the perfect phase. Open problems are discussed, and numerical experiments are presented. Microsoft Research, 1 Microsoft Way, Redmond, WA 98052 Institut für Theoretische Physik, Otto-von-Guericke Universität, D-39016 Magdeburg, Germany Department of Mathematics, Ohio State University, Columbus, Ohio 43210 Research of B. Pittel supported by Microsoft during his visit in March-June, 2002, and by the NSF in JulyDecember, 2002 Constrained Integer Partitions (DRAFT, December 05, 2003) 1