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20 April 2024
 
  » arxiv » 1007.2140

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Symmetric Submodular Function Minimization Under Hereditary Family Constraints
Michel X. Goemans ; José A. Soto ;
Date 13 Jul 2010
AbstractWe present an efficient algorithm to find non-empty minimizers of a symmetric submodular function over any family of sets closed under inclusion. This for example includes families defined by a cardinality constraint, a knapsack constraint, a matroid independence constraint, or any combination of such constraints. Our algorithm make $O(n^3)$ oracle calls to the submodular function where $n$ is the cardinality of the ground set. In contrast, the problem of minimizing a general submodular function under a cardinality constraint is known to be inapproximable within $o(sqrt{n/log n})$ (Svitkina and Fleischer [2008]).
The algorithm is similar to an algorithm of Nagamochi and Ibaraki [1998] to find all nontrivial inclusionwise minimal minimizers of a symmetric submodular function over a set of cardinality $n$ using $O(n^3)$ oracle calls. Their procedure in turn is based on Queyranne’s algorithm [1998] to minimize a symmetric submodular
Source arXiv, 1007.2140
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