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Measuring Polarization: A Fuzzy Set Theoretical Approach

The measurement of polarization has been studied over the last thirty years. Despite the different applied approaches, since polarization concept is complex, we find a lack of consensus about how it should be measured. This paper proposes a new approach to the measurement of the polarization phenome...

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Autores principales: Guevara, Juan Antonio, Gómez, Daniel, Robles, José Manuel, Montero, Javier
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274663/
http://dx.doi.org/10.1007/978-3-030-50143-3_40
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author Guevara, Juan Antonio
Gómez, Daniel
Robles, José Manuel
Montero, Javier
author_facet Guevara, Juan Antonio
Gómez, Daniel
Robles, José Manuel
Montero, Javier
author_sort Guevara, Juan Antonio
collection PubMed
description The measurement of polarization has been studied over the last thirty years. Despite the different applied approaches, since polarization concept is complex, we find a lack of consensus about how it should be measured. This paper proposes a new approach to the measurement of the polarization phenomenon based on fuzzy set. Fuzzy approach provides a new perspective whose elements admit degrees of membership. Since reality is not black and white, a polarization measure should include this key characteristic. For this purpose we analyze polarization metric properties and develop a new risk of polarization measure using aggregation operators and overlapping functions. We simulate a sample of [Formula: see text] cases across a 5-likert-scale with different distributions to test our measure. Other polarization measures were applied to compare situations where fuzzy set approach offers different results, where membership functions have proved to play an essential role in the measurement. Finally, we want to highlight the new and potential contribution of fuzzy set approach to the polarization measurement which opens a new field to research on.
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spelling pubmed-72746632020-06-08 Measuring Polarization: A Fuzzy Set Theoretical Approach Guevara, Juan Antonio Gómez, Daniel Robles, José Manuel Montero, Javier Information Processing and Management of Uncertainty in Knowledge-Based Systems Article The measurement of polarization has been studied over the last thirty years. Despite the different applied approaches, since polarization concept is complex, we find a lack of consensus about how it should be measured. This paper proposes a new approach to the measurement of the polarization phenomenon based on fuzzy set. Fuzzy approach provides a new perspective whose elements admit degrees of membership. Since reality is not black and white, a polarization measure should include this key characteristic. For this purpose we analyze polarization metric properties and develop a new risk of polarization measure using aggregation operators and overlapping functions. We simulate a sample of [Formula: see text] cases across a 5-likert-scale with different distributions to test our measure. Other polarization measures were applied to compare situations where fuzzy set approach offers different results, where membership functions have proved to play an essential role in the measurement. Finally, we want to highlight the new and potential contribution of fuzzy set approach to the polarization measurement which opens a new field to research on. 2020-05-15 /pmc/articles/PMC7274663/ http://dx.doi.org/10.1007/978-3-030-50143-3_40 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Guevara, Juan Antonio
Gómez, Daniel
Robles, José Manuel
Montero, Javier
Measuring Polarization: A Fuzzy Set Theoretical Approach
title Measuring Polarization: A Fuzzy Set Theoretical Approach
title_full Measuring Polarization: A Fuzzy Set Theoretical Approach
title_fullStr Measuring Polarization: A Fuzzy Set Theoretical Approach
title_full_unstemmed Measuring Polarization: A Fuzzy Set Theoretical Approach
title_short Measuring Polarization: A Fuzzy Set Theoretical Approach
title_sort measuring polarization: a fuzzy set theoretical approach
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274663/
http://dx.doi.org/10.1007/978-3-030-50143-3_40
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