Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1783542632907014144 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7274663 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT guevarajuanantonio measuringpolarizationafuzzysettheoreticalapproach AT gomezdaniel measuringpolarizationafuzzysettheoreticalapproach AT roblesjosemanuel measuringpolarizationafuzzysettheoreticalapproach AT monterojavier measuringpolarizationafuzzysettheoreticalapproach |