Probabilistic solution of random SI-type epidemiological models using the Random Variable Transformation technique
[EN] This paper presents a full probabilistic description of the solution of random SI-type epidemiological models which are based on nonlinear differential equations. This description consists of determining: the first probability density function of the solution in terms of the density functions o...
| Autores: | , , , |
|---|---|
| Tipo de recurso: | artículo |
| Fecha de publicación: | 2015 |
| País: | España |
| Institución: | Universitat Politècnica de València (UPV) |
| Repositorio: | RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia |
| Idioma: | inglés |
| OAI Identifier: | oai:riunet.upv.es:10251/64197 |
| Acceso en línea: | https://riunet.upv.es/handle/10251/64197 |
| Access Level: | acceso abierto |
| Palabra clave: | Random SI-type epidemiological models First-order nonlinear random differential equations Random Variable Transformation technique First probability density function MATEMATICA APLICADA |
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Probabilistic solution of random SI-type epidemiological models using the Random Variable Transformation techniqueM.-C. Casabán|||0000-0002-5708-5709Cortés, J.-C.|||0000-0002-6528-2155Romero, José-Vicente|||0000-0003-3366-6557Roselló, María-Dolores|||0000-0002-5724-7683Random SI-type epidemiological modelsFirst-order nonlinear random differential equationsRandom Variable Transformation techniqueFirst probability density functionMATEMATICA APLICADA[EN] This paper presents a full probabilistic description of the solution of random SI-type epidemiological models which are based on nonlinear differential equations. This description consists of determining: the first probability density function of the solution in terms of the density functions of the diffusion coefficient and the initial condition, which are assumed to be independent random variables; the expectation and variance functions of the solution as well as confidence intervals and, finally, the distribution of time until a given proportion of susceptibles remains in the population. The obtained formulas are general since they are valid regardless the probability distributions assigned to the random inputs. We also present a pair of illustrative examples including in one of them the application of the theoretical results to model the diffusion of a technology using real data.This work has been partially supported by the Ministerio de Economia y Competitividad Grants MTM2013-41765-P and TRA2012-36932.ElsevierEscuela Técnica Superior de Ingeniería de TelecomunicaciónFacultad de Administración y Dirección de EmpresasDepartamento de Matemática AplicadaEscuela Técnica Superior de Ingeniería Aeroespacial y Diseño IndustrialInstituto Universitario de Matemática MultidisciplinarEscuela Técnica Superior de Ingeniería Agronómica y del Medio NaturalMinisterio de Economía y CompetitividadRepositorio Institucional de la Universitat Politècnica de València Riunet20152015-07-01journal articlehttp://purl.org/coar/resource_type/c_6501VoRhttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleapplication/pdfapplication/pdfhttps://riunet.upv.es/handle/10251/64197reponame:RiuNet. Repositorio Institucional de la Universitat Politécnica de Valénciainstname:Universitat Politècnica de València (UPV)InglésengMinisterio de Economía y Competitividad http://dx.doi.org/10.13039/501100003329 TRA2012-36932 COMPRENSION DE LA INFLUENCIA DE COMBUSTIBLES NO CONVENCIONALES EN EL PROCESO DE INYECCION Y COMBUSTION TIPO DIESELMinisterio de Economía y Competitividad http://dx.doi.org/10.13039/501100003329 MTM2013-41765-P METODOS COMPUTACIONALES PARA ECUACIONES DIFERENCIALES ALEATORIAS: TEORIA Y APLICACIONESopen accesshttp://purl.org/coar/access_right/c_abf2Reserva de todos los derechoshttp://rightsstatements.org/vocab/InC/1.0/info:eu-repo/semantics/openAccessoai:riunet.upv.es:10251/641972026-06-13T07:49:27Z |
| dc.title.none.fl_str_mv |
Probabilistic solution of random SI-type epidemiological models using the Random Variable Transformation technique |
| title |
Probabilistic solution of random SI-type epidemiological models using the Random Variable Transformation technique |
| spellingShingle |
Probabilistic solution of random SI-type epidemiological models using the Random Variable Transformation technique M.-C. Casabán|||0000-0002-5708-5709 Random SI-type epidemiological models First-order nonlinear random differential equations Random Variable Transformation technique First probability density function MATEMATICA APLICADA |
| title_short |
Probabilistic solution of random SI-type epidemiological models using the Random Variable Transformation technique |
| title_full |
Probabilistic solution of random SI-type epidemiological models using the Random Variable Transformation technique |
| title_fullStr |
Probabilistic solution of random SI-type epidemiological models using the Random Variable Transformation technique |
| title_full_unstemmed |
Probabilistic solution of random SI-type epidemiological models using the Random Variable Transformation technique |
| title_sort |
Probabilistic solution of random SI-type epidemiological models using the Random Variable Transformation technique |
| dc.creator.none.fl_str_mv |
M.-C. Casabán|||0000-0002-5708-5709 Cortés, J.-C.|||0000-0002-6528-2155 Romero, José-Vicente|||0000-0003-3366-6557 Roselló, María-Dolores|||0000-0002-5724-7683 |
| author |
M.-C. Casabán|||0000-0002-5708-5709 |
| author_facet |
M.-C. Casabán|||0000-0002-5708-5709 Cortés, J.-C.|||0000-0002-6528-2155 Romero, José-Vicente|||0000-0003-3366-6557 Roselló, María-Dolores|||0000-0002-5724-7683 |
| author_role |
author |
| author2 |
Cortés, J.-C.|||0000-0002-6528-2155 Romero, José-Vicente|||0000-0003-3366-6557 Roselló, María-Dolores|||0000-0002-5724-7683 |
| author2_role |
author author author |
| dc.contributor.none.fl_str_mv |
Escuela Técnica Superior de Ingeniería de Telecomunicación Facultad de Administración y Dirección de Empresas Departamento de Matemática Aplicada Escuela Técnica Superior de Ingeniería Aeroespacial y Diseño Industrial Instituto Universitario de Matemática Multidisciplinar Escuela Técnica Superior de Ingeniería Agronómica y del Medio Natural Ministerio de Economía y Competitividad Repositorio Institucional de la Universitat Politècnica de València Riunet |
| dc.subject.none.fl_str_mv |
Random SI-type epidemiological models First-order nonlinear random differential equations Random Variable Transformation technique First probability density function MATEMATICA APLICADA |
| topic |
Random SI-type epidemiological models First-order nonlinear random differential equations Random Variable Transformation technique First probability density function MATEMATICA APLICADA |
| description |
[EN] This paper presents a full probabilistic description of the solution of random SI-type epidemiological models which are based on nonlinear differential equations. This description consists of determining: the first probability density function of the solution in terms of the density functions of the diffusion coefficient and the initial condition, which are assumed to be independent random variables; the expectation and variance functions of the solution as well as confidence intervals and, finally, the distribution of time until a given proportion of susceptibles remains in the population. The obtained formulas are general since they are valid regardless the probability distributions assigned to the random inputs. We also present a pair of illustrative examples including in one of them the application of the theoretical results to model the diffusion of a technology using real data. |
| publishDate |
2015 |
| dc.date.none.fl_str_mv |
2015 2015-07-01 |
| dc.type.none.fl_str_mv |
journal article http://purl.org/coar/resource_type/c_6501 VoR http://purl.org/coar/version/c_970fb48d4fbd8a85 |
| dc.type.openaire.fl_str_mv |
info:eu-repo/semantics/article |
| format |
article |
| dc.identifier.none.fl_str_mv |
https://riunet.upv.es/handle/10251/64197 |
| url |
https://riunet.upv.es/handle/10251/64197 |
| dc.language.none.fl_str_mv |
Inglés eng |
| language_invalid_str_mv |
Inglés |
| language |
eng |
| dc.relation.none.fl_str_mv |
Ministerio de Economía y Competitividad http://dx.doi.org/10.13039/501100003329 TRA2012-36932 COMPRENSION DE LA INFLUENCIA DE COMBUSTIBLES NO CONVENCIONALES EN EL PROCESO DE INYECCION Y COMBUSTION TIPO DIESEL Ministerio de Economía y Competitividad http://dx.doi.org/10.13039/501100003329 MTM2013-41765-P METODOS COMPUTACIONALES PARA ECUACIONES DIFERENCIALES ALEATORIAS: TEORIA Y APLICACIONES |
| dc.rights.none.fl_str_mv |
open access http://purl.org/coar/access_right/c_abf2 Reserva de todos los derechos http://rightsstatements.org/vocab/InC/1.0/ |
| dc.rights.openaire.fl_str_mv |
info:eu-repo/semantics/openAccess |
| rights_invalid_str_mv |
open access http://purl.org/coar/access_right/c_abf2 Reserva de todos los derechos http://rightsstatements.org/vocab/InC/1.0/ |
| eu_rights_str_mv |
openAccess |
| dc.format.none.fl_str_mv |
application/pdf application/pdf |
| dc.publisher.none.fl_str_mv |
Elsevier |
| publisher.none.fl_str_mv |
Elsevier |
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reponame:RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia instname:Universitat Politècnica de València (UPV) |
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Universitat Politècnica de València (UPV) |
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RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia |
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RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia |
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