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An Undesirable Behaviour of a Recent Extension of OWA Operators to the Setting of Multidimensional Data

OWA operators have been ubiquitous in many disciplines since they were introduced by Yager in 1988. Aside of some other intuitive properties (e.g. monotonicity and idempotence), OWA operators are known to be continuous and, for some carefully constructed weighing vectors, very robust in the presence...

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Autor principal: Pérez-Fernández, Raúl
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274720/
http://dx.doi.org/10.1007/978-3-030-50143-3_46
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author Pérez-Fernández, Raúl
author_facet Pérez-Fernández, Raúl
author_sort Pérez-Fernández, Raúl
collection PubMed
description OWA operators have been ubiquitous in many disciplines since they were introduced by Yager in 1988. Aside of some other intuitive properties (e.g. monotonicity and idempotence), OWA operators are known to be continuous and, for some carefully constructed weighing vectors, very robust in the presence of outliers. In a recent paper, a natural extension of OWA operators to the setting of multidimensional data has been proposed based on the use of a linear extension of the product order by means of several weighted arithmetic means. Unfortunately, OWA operators constructed in such a way focus too strongly on the level sets of one of the weighted arithmetic means. It is here shown that this focus ultimately results in a forfeit of the properties of continuity and robustness in the presence of outliers.
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spelling pubmed-72747202020-06-08 An Undesirable Behaviour of a Recent Extension of OWA Operators to the Setting of Multidimensional Data Pérez-Fernández, Raúl Information Processing and Management of Uncertainty in Knowledge-Based Systems Article OWA operators have been ubiquitous in many disciplines since they were introduced by Yager in 1988. Aside of some other intuitive properties (e.g. monotonicity and idempotence), OWA operators are known to be continuous and, for some carefully constructed weighing vectors, very robust in the presence of outliers. In a recent paper, a natural extension of OWA operators to the setting of multidimensional data has been proposed based on the use of a linear extension of the product order by means of several weighted arithmetic means. Unfortunately, OWA operators constructed in such a way focus too strongly on the level sets of one of the weighted arithmetic means. It is here shown that this focus ultimately results in a forfeit of the properties of continuity and robustness in the presence of outliers. 2020-05-15 /pmc/articles/PMC7274720/ http://dx.doi.org/10.1007/978-3-030-50143-3_46 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
Pérez-Fernández, Raúl
An Undesirable Behaviour of a Recent Extension of OWA Operators to the Setting of Multidimensional Data
title An Undesirable Behaviour of a Recent Extension of OWA Operators to the Setting of Multidimensional Data
title_full An Undesirable Behaviour of a Recent Extension of OWA Operators to the Setting of Multidimensional Data
title_fullStr An Undesirable Behaviour of a Recent Extension of OWA Operators to the Setting of Multidimensional Data
title_full_unstemmed An Undesirable Behaviour of a Recent Extension of OWA Operators to the Setting of Multidimensional Data
title_short An Undesirable Behaviour of a Recent Extension of OWA Operators to the Setting of Multidimensional Data
title_sort undesirable behaviour of a recent extension of owa operators to the setting of multidimensional data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274720/
http://dx.doi.org/10.1007/978-3-030-50143-3_46
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