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Optimizing Polymatroid Functions
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We consider a class of optimization problems that involve determining the maximum value that a function in a particular class can attain subject to a collection of difference constraints. We show that a particular linear programming technique, based on duality and projections, can be used to rederive some structural results that were previously established using more ad hoc methods. We then show that this technique can be used to obtain a polynomial-time algorithm for a certain type of simple difference constraints. Finally we give lower bound results that show that certain possible extensions of these results are probably not feasible.
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Cited by 1 Pith paper
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LpBound: Pessimistic Cardinality Estimation using $\ell_p$-Norms of Degree Sequences
LpBound computes a guaranteed, tight upper bound on multijoin output cardinality by solving a linear program over lp-norm degree statistics and Shannon inequalities.
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