Homophilic organization of egocentric communities in ICT services

Fuente: arXiv
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Autores principales: Roy, Chandreyee, Jo, Hang-Hyun, Kertész, János, Kaski, Kimmo, Török, János
Formato: Preprint
Publicado: 2024
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author Roy, Chandreyee
Jo, Hang-Hyun
Kertész, János
Kaski, Kimmo
Török, János
author_facet Roy, Chandreyee
Jo, Hang-Hyun
Kertész, János
Kaski, Kimmo
Török, János
contents Members of a society can be characterized by a large number of features, such as gender, age, ethnicity, religion, social status, and shared activities. One of the main tie-forming factors between individuals in human societies is homophily, the tendency of being attracted to similar others. Homophily has been mainly studied with focus on one of the features and little is known about the roles of similarities of different origins in the formation of communities. To close this gap, we analyze three datasets from Information and Communications Technology (ICT) services, namely, two online social networks and a network deduced from mobile phone calls, in all of which metadata about individual features are available. We identify communities within egocentric networks and surprisingly find that the larger the community is, the more overlap is found between features of its members and the ego. We interpret this finding in terms of the effort needed to manage the communities; the larger diversity requires more effort such that to maintain a large diverse group may exceed the capacity of the members. As the ego reaches out to her alters on an ICT service, we observe that the first alter in each community tends to have a higher feature overlap with the ego than the rest. Moreover the feature overlap of the ego with all her alters displays a non-monotonic behaviors as a function of the ego's degree. We propose a simple mechanism of how people add links in their egocentric networks of alters that reproduces all the empirical observations and shows the reason behind non-monotonic tendency of the egocentric feature overlap as a function of the ego's degree.
format Preprint
id arxiv_https___arxiv_org_abs_2405_03080
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Homophilic organization of egocentric communities in ICT services
Roy, Chandreyee
Jo, Hang-Hyun
Kertész, János
Kaski, Kimmo
Török, János
Social and Information Networks
Physics and Society
Members of a society can be characterized by a large number of features, such as gender, age, ethnicity, religion, social status, and shared activities. One of the main tie-forming factors between individuals in human societies is homophily, the tendency of being attracted to similar others. Homophily has been mainly studied with focus on one of the features and little is known about the roles of similarities of different origins in the formation of communities. To close this gap, we analyze three datasets from Information and Communications Technology (ICT) services, namely, two online social networks and a network deduced from mobile phone calls, in all of which metadata about individual features are available. We identify communities within egocentric networks and surprisingly find that the larger the community is, the more overlap is found between features of its members and the ego. We interpret this finding in terms of the effort needed to manage the communities; the larger diversity requires more effort such that to maintain a large diverse group may exceed the capacity of the members. As the ego reaches out to her alters on an ICT service, we observe that the first alter in each community tends to have a higher feature overlap with the ego than the rest. Moreover the feature overlap of the ego with all her alters displays a non-monotonic behaviors as a function of the ego's degree. We propose a simple mechanism of how people add links in their egocentric networks of alters that reproduces all the empirical observations and shows the reason behind non-monotonic tendency of the egocentric feature overlap as a function of the ego's degree.
title Homophilic organization of egocentric communities in ICT services
topic Social and Information Networks
Physics and Society
url https://arxiv.org/abs/2405.03080