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On the complexity of submodular function minimisation on diamonds
Authors:Fredrik Kuivinen
Affiliation:aDepartment of Computer and Information Science, Linköpings Universitet, SE-581 83, Linköping, Sweden
Abstract:
Let (L;?,?) be a finite lattice and let n be a positive integer. A function f:LnR is said to be submodular if View the MathML source for all View the MathML source. In this article we study submodular functions when L is a diamond. Given oracle access to f we are interested in finding View the MathML source such that View the MathML source as efficiently as possible. We establish
  • • 
    a min–max theorem, which states that the minimum of the submodular function is equal to the maximum of a certain function defined over a certain polyhedron; and
  • • 
    a good characterisation of the minimisation problem, i.e., we show that given an oracle for computing a submodular f:LnZ and an integer m such that View the MathML source, there is a proof of this fact which can be verified in time polynomial in n and View the MathML source; and
  • • 
    a pseudopolynomial-time algorithm for the minimisation problem, i.e., given an oracle for computing a submodular f:LnZ one can find View the MathML source in time bounded by a polynomial in n and View the MathML source.
Keywords:Combinatorial optimization   Submodular function minimization   Lattices   Diamonds
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