1. Maximizing monotone submodular functions over the integer lattice.
- Author
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Soma, Tasuku and Yoshida, Yuichi
- Subjects
- *
MATHEMATICAL functions , *ALGORITHMS , *VECTORS (Calculus) , *ALGEBRA , *MATHEMATICAL analysis - Abstract
The problem of maximizing non-negative monotone submodular functions under a certain constraint has been intensively studied in the last decade. In this paper, we address the problem for functions defined over the integer lattice. Suppose that a non-negative monotone submodular function f:Z+n→R+ is given via an evaluation oracle. Assume further that f satisfies the diminishing return property, which is not an immediate consequence of submodularity when the domain is the integer lattice. Given this, we design polynomial-time (1-1/e-ϵ)-approximation algorithms for a cardinality constraint, a polymatroid constraint, and a knapsack constraint. For a cardinality constraint, we also provide a (1-1/e-ϵ)-approximation algorithm with slightly worse time complexity that does not rely on the diminishing return property. [ABSTRACT FROM AUTHOR]
- Published
- 2018
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