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Advances in the Approximation of the Matrix Hyperbolic Tangent

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Advances in the Approximation of the Matrix Hyperbolic Tangent

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dc.contributor.author Ibáñez González, Jacinto Javier es_ES
dc.contributor.author Alonso Abalos, José Miguel es_ES
dc.contributor.author Sastre, Jorge es_ES
dc.contributor.author Defez Candel, Emilio es_ES
dc.contributor.author Alonso-Jordá, Pedro es_ES
dc.date.accessioned 2022-09-22T18:03:25Z
dc.date.available 2022-09-22T18:03:25Z
dc.date.issued 2021-06 es_ES
dc.identifier.uri http://hdl.handle.net/10251/186472
dc.description.abstract [EN] In this paper, we introduce two approaches to compute the matrix hyperbolic tangent. While one of them is based on its own definition and uses the matrix exponential, the other one is focused on the expansion of its Taylor series. For this second approximation, we analyse two different alternatives to evaluate the corresponding matrix polynomials. This resulted in three stable and accurate codes, which we implemented in MATLAB and numerically and computationally compared by means of a battery of tests composed of distinct state-of-the-art matrices. Our results show that the Taylor series-based methods were more accurate, although somewhat more computationally expensive, compared with the approach based on the exponential matrix. To avoid this drawback, we propose the use of a set of formulas that allows us to evaluate polynomials in a more efficient way compared with that of the traditional Paterson¿Stockmeyer method, thus, substantially reducing the number of matrix products (practically equal in number to the approach based on the matrix exponential), without penalising the accuracy of the result es_ES
dc.description.sponsorship This research was funded by the Spanish Ministerio de Ciencia e Innovacion under grant number TIN2017-89314-P. es_ES
dc.language Inglés es_ES
dc.publisher MDPI AG es_ES
dc.relation.ispartof Mathematics es_ES
dc.rights Reconocimiento (by) es_ES
dc.subject Matrix functions es_ES
dc.subject Matrix hyperbolic tangent es_ES
dc.subject Matrix exponential es_ES
dc.subject Taylor series es_ES
dc.subject Matrix polynomial evaluation es_ES
dc.subject.classification MATEMATICA APLICADA es_ES
dc.subject.classification TEORIA DE LA SEÑAL Y COMUNICACIONES es_ES
dc.subject.classification CIENCIAS DE LA COMPUTACION E INTELIGENCIA ARTIFICIAL es_ES
dc.title Advances in the Approximation of the Matrix Hyperbolic Tangent es_ES
dc.type Artículo es_ES
dc.identifier.doi 10.3390/math9111219 es_ES
dc.relation.projectID info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2013-2016/TIN2017-89314-P/ES/LIBRERIAS DE ALTAS PRESTACIONES PARA EL CALCULO DE FUNCIONES DE MATRICES Y APLICACIONES/ es_ES
dc.rights.accessRights Abierto es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Comunicaciones - Departament de Comunicacions es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Sistemas Informáticos y Computación - Departament de Sistemes Informàtics i Computació es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Matemática Aplicada - Departament de Matemàtica Aplicada es_ES
dc.description.bibliographicCitation Ibáñez González, JJ.; Alonso Abalos, JM.; Sastre, J.; Defez Candel, E.; Alonso-Jordá, P. (2021). Advances in the Approximation of the Matrix Hyperbolic Tangent. Mathematics. 9(11):1-20. https://doi.org/10.3390/math9111219 es_ES
dc.description.accrualMethod S es_ES
dc.relation.publisherversion https://doi.org/10.3390/math911121 es_ES
dc.description.upvformatpinicio 1 es_ES
dc.description.upvformatpfin 20 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.description.volume 9 es_ES
dc.description.issue 11 es_ES
dc.identifier.eissn 2227-7390 es_ES
dc.relation.pasarela S\440196 es_ES
dc.contributor.funder AGENCIA ESTATAL DE INVESTIGACION es_ES
upv.costeAPC 800 es_ES


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