Balanced Districting on Grid Graphs with Provable Compactness and Contiguity

02/09/2021
by   Cyrus Hettle, et al.
0

Given a graph G = (V,E) with vertex weights w(v) and a desired number of parts k, the goal in graph partitioning problems is to partition the vertex set V into parts V_1,…,V_k. Metrics for compactness, contiguity, and balance of the parts V_i are frequent objectives, with much existing literature focusing on compactness and balance. Revisiting an old method known as striping, we give the first polynomial-time algorithms with guaranteed contiguity and provable bicriteria approximations for compactness and balance for planar grid graphs. We consider several types of graph partitioning, including when vertex weights vary smoothly or are stochastic, reflecting concerns in various real-world instances. We show significant improvements in experiments for balancing workloads for the fire department and reducing over-policing using 911 call data from South Fulton, GA.

READ FULL TEXT

page 18

page 32

page 33

page 34

research
10/20/2019

Planted Models for k-way Edge and Vertex Expansion

Graph partitioning problems are a central topic of study in algorithms a...
research
06/18/2018

VEBO: A Vertex- and Edge-Balanced Ordering Heuristic to Load Balance Parallel Graph Processing

Graph partitioning drives graph processing in distributed, disk-based an...
research
02/24/2022

Parameterized Complexity of Graph Partitioning into Connected Clusters

Given an undirected graph G and q integers n_1,n_2,n_3, ⋯, n_q, balanced...
research
02/02/2021

Multilevel Hypergraph Partitioning with Vertex Weights Revisited

The balanced hypergraph partitioning problem (HGP) is to partition the v...
research
05/06/2019

Partitioning sparse graphs into an independent set and a graph with bounded size components

We study the problem of partitioning the vertex set of a given graph so ...
research
11/13/2019

Integer Programming Approaches to Balanced Connected k-Partition

We address the problem of partitioning a vertex-weighted connected graph...
research
01/27/2020

Load-Balanced Bottleneck Objectives in Process Mapping

We propose a new problem formulation for graph partitioning that is tail...

Please sign up or login with your details

Forgot password? Click here to reset