iGraphMatch: an R Package for the Analysis of Graph Matching

12/16/2021
by   Zihuan Qiao, et al.
0

iGraphMatch is an R package for finding corresponding vertices between two graphs, also known as graph matching. The package implements three categories of prevalent graph matching algorithms including relaxation-based, percolation-based, and spectral-based, which are applicable to matching graphs under general settings: weighted directed graphs of different order and graphs of multiple layers. We provide versatile options to incorporate prior information in the form of seeds with or without noise and similarity scores. In addition, iGraphMatch provides functions to summarize the graph matching results in terms of several evaluation measures and visualize the matching performance. Finally, the package enables users to sample correlated random graph pairs from classic random graph models to generate data for simulations. This paper illustrates the practical applications of the package to the analysis of graph matching by detailed examples using real data from communication, neuron, and transportation networks.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
10/09/2020

High-Order Relation Construction and Mining for Graph Matching

Graph matching pairs corresponding nodes across two or more graphs. The ...
research
06/05/2020

Graph matching beyond perfectly-overlapping Erdős–Rényi random graphs

Graph matching is a fruitful area in terms of both algorithms and theori...
research
12/31/2021

Inexact Graph Matching Using Centrality Measures

Graph matching is the process of computing the similarity between two gr...
research
02/03/2018

Typicality Matching for Pairs of Correlated Graphs

In this paper, the problem of matching pairs of correlated random graphs...
research
10/04/2013

Spectral Clustering for Divide-and-Conquer Graph Matching

We present a parallelized bijective graph matching algorithm that levera...
research
01/31/2023

Population-wise Labeling of Sulcal Graphs using Multi-graph Matching

Population-wise matching of the cortical fold is necessary to identify b...
research
03/28/2021

Scalable Call Graph Constructor for Maven

As a rich source of data, Call Graphs are used for various applications ...

Please sign up or login with your details

Forgot password? Click here to reset