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An improved approach for ecological modeling of social phenomena in Blau space

Advances in computation have opened new vistas for modeling of sociodemographic niches and related constructs, enabling us to rectify limitations that unavoidably plagued earlier generations of researchers. This is especially true for Blau space, a sociodemographic niche model used to explore compet...

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Detalles Bibliográficos
Autores principales: Harder, Nicolas L., Brashears, Matthew E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10420338/
https://www.ncbi.nlm.nih.gov/pubmed/37566614
http://dx.doi.org/10.1371/journal.pone.0289934
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author Harder, Nicolas L.
Brashears, Matthew E.
author_facet Harder, Nicolas L.
Brashears, Matthew E.
author_sort Harder, Nicolas L.
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description Advances in computation have opened new vistas for modeling of sociodemographic niches and related constructs, enabling us to rectify limitations that unavoidably plagued earlier generations of researchers. This is especially true for Blau space, a sociodemographic niche model used to explore competition between social entities over resources, such as memberships. While this approach has been successful in using probabilistic representations of social networks and resource niches, its modeling framework has remained essentially unchanged for over 40 years, and lacks the ability to make predictions about the future states of sociodemographic space. We present a novel Hybrid Blau space (HBS) model, which utilizes a cellular framework and probabilistic urn models to simulate competition over resources while suffering from fewer limitations. We apply this new model to the General Social Survey, running two sets of models from a series of variables (age, education, income, and sex) and utilize an adjustable range of sociodemographic information for local simulation of organizational competition. We also demonstrate the model’s predictive ability, as well as introduce new methods of validation and fit.
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spelling pubmed-104203382023-08-12 An improved approach for ecological modeling of social phenomena in Blau space Harder, Nicolas L. Brashears, Matthew E. PLoS One Research Article Advances in computation have opened new vistas for modeling of sociodemographic niches and related constructs, enabling us to rectify limitations that unavoidably plagued earlier generations of researchers. This is especially true for Blau space, a sociodemographic niche model used to explore competition between social entities over resources, such as memberships. While this approach has been successful in using probabilistic representations of social networks and resource niches, its modeling framework has remained essentially unchanged for over 40 years, and lacks the ability to make predictions about the future states of sociodemographic space. We present a novel Hybrid Blau space (HBS) model, which utilizes a cellular framework and probabilistic urn models to simulate competition over resources while suffering from fewer limitations. We apply this new model to the General Social Survey, running two sets of models from a series of variables (age, education, income, and sex) and utilize an adjustable range of sociodemographic information for local simulation of organizational competition. We also demonstrate the model’s predictive ability, as well as introduce new methods of validation and fit. Public Library of Science 2023-08-11 /pmc/articles/PMC10420338/ /pubmed/37566614 http://dx.doi.org/10.1371/journal.pone.0289934 Text en © 2023 Harder, Brashears https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Harder, Nicolas L.
Brashears, Matthew E.
An improved approach for ecological modeling of social phenomena in Blau space
title An improved approach for ecological modeling of social phenomena in Blau space
title_full An improved approach for ecological modeling of social phenomena in Blau space
title_fullStr An improved approach for ecological modeling of social phenomena in Blau space
title_full_unstemmed An improved approach for ecological modeling of social phenomena in Blau space
title_short An improved approach for ecological modeling of social phenomena in Blau space
title_sort improved approach for ecological modeling of social phenomena in blau space
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10420338/
https://www.ncbi.nlm.nih.gov/pubmed/37566614
http://dx.doi.org/10.1371/journal.pone.0289934
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