Disjoint bases in a polymatroid

  • Authors:
  • Gruia Călinescu;Chandra Chekuri;Jan Vondrák

  • Affiliations:
  • Computer Science Department, Illinois Institute of Technology, Chicago, Illinois;Department of Computer Science, University of Illinois, Urbana, Illinois 61801;Department of Mathematics, Princeton University, Princeton, New Jersey 08544

  • Venue:
  • Random Structures & Algorithms
  • Year:
  • 2009

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Abstract

Let f : 2N → $\cal {Z}$+ be a polymatroid (an integer-valued non-decreasing submodular set function with f(∅) = 0). We call S ⊆ N a base if f(S) = f(N). We consider the problem of finding a maximum number of disjoint bases; we denote by m* be this base packing number. A simple upper bound on m* is given by k* = max{k : ΣiεNfA(i) ≥ kfA(N),∀A ⊆ N} where fA(S) = f(A ∪ S) - f(A). This upper bound is a natural generalization of the bound for matroids where it is known that m* = k*. For polymatroids, we prove that m* ≥ (1 - o(1))k*-lnf(N) and give a randomized polynomial time algorithm to find (1 - o(1))k*-lnf(N) disjoint bases, assuming an oracle for f. We also derandomize the algorithm using minwise independent permutations and give a deterministic algorithm that finds (1 - ε)k*-lnf(N) disjoint bases. The bound we obtain is almost tight because it is known there are polymatroids for which m* o(1))k*-lnf(N). Moreover it is known that unless NP ⊆ DTIME(nlog log n), for any ε 0, there is no polynomial time algorithm to obtain a (1 + ε)-lnf(N)-approximation to m*. Our result generalizes and unifies two results in the literature. © 2009 Wiley Periodicals, Inc. Random Struct. Alg., 2009