Improved randomized algorithm for k-submodular function maximization

07/27/2019
by   Hiroki Oshima, et al.
0

Submodularity is one of the most important properties in combinatorial optimization, and k-submodularity is a generalization of submodularity. Maximization of a k-submodular function requires an exponential number of value oracle queries, and approximation algorithms have been studied. For unconstrained k-submodular maximization, Iwata et al. gave randomized k/(2k-1)-approximation algorithm for monotone functions, and randomized 1/2-approximation algorithm for nonmonotone functions. In this paper, we present improved randomized algorithms for nonmonotone functions. Our algorithm gives k^2+1/2k^2+1-approximation for k≥ 3. We also give a randomized √(17)-3/2-approximation algorithm for k=3. We use the same framework used in Iwata et al. and Ward and Živný with different probabilities.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/30/2022

Improved Deterministic Algorithms for Non-monotone Submodular Maximization

Submodular maximization is one of the central topics in combinatorial op...
research
11/17/2017

Multi-Objective Maximization of Monotone Submodular Functions with Cardinality Constraint

We consider the problem of multi-objective maximization of monotone subm...
research
10/21/2022

Efficient Submodular Optimization under Noise: Local Search is Robust

The problem of monotone submodular maximization has been studied extensi...
research
07/04/2022

Correlated Stochastic Knapsack with a Submodular Objective

We study the correlated stochastic knapsack problem of a submodular targ...
research
10/07/2013

Potts model, parametric maxflow and k-submodular functions

The problem of minimizing the Potts energy function frequently occurs in...
research
03/25/2020

Tight Algorithms for the Submodular Multiple Knapsack Problem

Submodular function maximization has been a central topic in the theoret...
research
11/28/2021

Reconfiguration Problems on Submodular Functions

Reconfiguration problems require finding a step-by-step transformation b...

Please sign up or login with your details

Forgot password? Click here to reset