September 2024 Asymptotic distribution of the friendship paradox of a random geometric graph
Mingao Yuan
Author Affiliations +
Braz. J. Probab. Stat. 38(3): 444-462 (September 2024). DOI: 10.1214/24-BJPS615

Abstract

In social networks, there is a paradox that an individual’s friends tend to have more friends than the individual. The friendship paradox is a summary statistic of networks that measures the strength of the paradox. It has many applications in network data analysis. As far as we know, theoretical properties of the friendship paradox are not well studied. In this paper, we derive the asymptotic distribution of the friendship paradox in a random geometric graph. After centering and scaling, the friendship paradox converges in law to a series of independent standard normal random variables. It is interesting that the limiting distribution is not the standard normal distribution.

Acknowledgments

The author is grateful to Editor Glauco Valle and the anonymous referees for their valuable comments that significantly improve the manuscript.

Citation

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Mingao Yuan. "Asymptotic distribution of the friendship paradox of a random geometric graph." Braz. J. Probab. Stat. 38 (3) 444 - 462, September 2024. https://doi.org/10.1214/24-BJPS615

Information

Received: 1 March 2024; Accepted: 1 September 2024; Published: September 2024
First available in Project Euclid: 27 October 2024

Digital Object Identifier: 10.1214/24-BJPS615

Keywords: asymptotic distribution , Random geometric graph , The friendship paradox

Rights: Copyright © 2024 Brazilian Statistical Association

Vol.38 • No. 3 • September 2024
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