In the present paper, a novel spatial quantile regression model based on the Birnbaum-Saunders distribution is formulated. This distribution has been widely studied and applied in many fields. To formulate such a spatial model, a parameterization of the multivariate Birnbaum-Saunders distribution, where one of its parameters is associated with the quantile of the respective marginal distribution, is established. The model parameters are estimated by the maximum likelihood method. Finally, a data set is applied for illustrating the formulated model.
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Autor | Sánchez, Luis Leiva, Víctor Galea Rojas, Manuel Jesús Saulo, Helton |
Título | Birnbaum-Saunders quantile regression models with application to spatial data |
Revista | Mathematics |
ISSN | 2227-7390 |
Volumen | 8 |
Número de publicación | 6 |
Página inicio | 1 |
Página final | 17 |
Fecha de publicación | 2020 |
Resumen | In the present paper, a novel spatial quantile regression model based on the Birnbaum-Saunders distribution is formulated. This distribution has been widely studied and applied in many fields. To formulate such a spatial model, a parameterization of the multivariate Birnbaum-Saunders distribution, where one of its parameters is associated with the quantile of the respective marginal distribution, is established. The model parameters are estimated by the maximum likelihood method. Finally, a data set is applied for illustrating the formulated model. |
Derechos | acceso abierto |
Licencia | Creative Commons Atribución-NoComercial-CompartirIgual 4.0 |
DOI | 10.3390/MATH8061000 |
Enlace | |
Id de publicación en Converis | 1 |
Id de publicación en Scopus | SCOPUS_ID:2-s2.0-85087790913 |
Id de publicación en WoS | WOS:000552495600001 |
Paginación | 17 páginas |
Palabra clave | Data analytics Geostatistical models Maximum likelihood method Multivariate distributions R software Statistical parameterizations |
Tema ODS | 03 Good Health and Well-being |
Tema ODS español | 03 Salud y bienestar |
Temática | Matemática física y química |
Tipo de documento | artículo |