JOURNAL ARTICLE

A Proposal for a Benchmark Generator of Weakly Connected Directed Graphs

José Miguel MontañanaAntonio HervásPedro Pablo Soriano Jiménez

Year: 2019 Journal:   Open Journal of Modelling and Simulation Vol: 08 (01)Pages: 18-34   Publisher: Scientific Research Publishing

Abstract

[EN] The previous studies on detection of communities on complex networks were focused on nondirected graphs, such as Neural Networks, social networks, social interrelations, the contagion of diseases, and bibliographies. However, there are also other problems whose modeling entails obtaining a weakly connected directed graph such as the student access to the university, the public transport networks, or trophic chains. Those cases deserve particularized study with an analysis and the resolution adjusted to them. Additionally, this is a challenge, since the existing algorithms in most of the cases were originally designed for non-directed graphs or symmetrical and regular graphs. Our proposal is a Benchmark Generator of Weakly Connected Directed Graphs whose properties can be defined by the end-users according to their necessities. The source code of the generators described in this article is available in GitHub under the GNU license.

Keywords:
License Computer science Generator (circuit theory) Benchmark (surveying) Directed graph Theoretical computer science Code (set theory) Strongly connected component Graph Source code Algorithm Programming language Geography

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Topics

Complex Network Analysis Techniques
Physical Sciences →  Physics and Astronomy →  Statistical and Nonlinear Physics
Advanced Graph Neural Networks
Physical Sciences →  Computer Science →  Artificial Intelligence
Graph Theory and Algorithms
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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