Graph Partitioning With Limited Moves
Abstract
In many real world networks, there already exists a (not necessarily optimal) -partitioning of the network. Oftentimes, one aims to find a -partitioning with a smaller cut value for such networks by moving only a few nodes across partitions. The number of nodes that can be moved across partitions is often a constraint forced by budgetary limitations. Motivated by such real-world applications, we introduce and study the -move -partitioning~problem, a natural variant of the Multiway cut problem. Given a graph, a set of terminals and an initial partitioning of the graph, the -move -partitioning~problem aims to find a -partitioning with the minimum-weighted cut among all the -partitionings that can be obtained by moving at most non-terminal nodes to partitions different from their initial ones. Our main result is a polynomial time approximation algorithm for this problem. We further show that this problem is -hard, and give an FPTAS for when is a small constant.
Cite
@article{arxiv.2402.15485,
title = {Graph Partitioning With Limited Moves},
author = {Majid Behbahani and Mina Dalirrooyfard and Elaheh Fata and Yuriy Nevmyvaka},
journal= {arXiv preprint arXiv:2402.15485},
year = {2024}
}
Comments
shortened version accepted in AISTATS 2024 as oral