Fast Maximization of Non-Submodular, Monotonic Functions on the Integer Lattice

ICML 2018 Alan KuhnleJ. David SmithVictoria CrawfordMy Thai

The optimization of submodular functions on the integer lattice has received much attention recently, but the objective functions of many applications are non-submodular. We provide two approximation algorithms for maximizing a non-submodular function on the integer lattice subject to a cardinality constraint; these are the first algorithms for this purpose that have polynomial query complexity... (read more)

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