In this paper, we design two algorithms for the problem of maximizing the difference of two DR-submodular function \( g - h \) (DDRS) on the integer lattice, where \( g (\boldsymbol{x}) \) is monotone and non-negative DR-submodular, and \( h (\boldsymbol{x}) \) is monotone and non-negative submodular with curvature \(c_h\) . Combining the lattice binary search with the threshold method, we present a one pass streaming algorithm for the unconstrained problems, and analyze the performance of the algorithm and obtain a provable approximation guarantees.

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Maximizing the Difference of DR-Submodular Function on the Integer Lattice

  • Jingjing Tan,
  • Cuiping Ge,
  • Meixia Li,
  • Meng Sun,
  • Ruiqi Yang

摘要

In this paper, we design two algorithms for the problem of maximizing the difference of two DR-submodular function \( g - h \) (DDRS) on the integer lattice, where \( g (\boldsymbol{x}) \) is monotone and non-negative DR-submodular, and \( h (\boldsymbol{x}) \) is monotone and non-negative submodular with curvature \(c_h\) . Combining the lattice binary search with the threshold method, we present a one pass streaming algorithm for the unconstrained problems, and analyze the performance of the algorithm and obtain a provable approximation guarantees.