Valuación de la influencia local en un modelo lineal generalizado mediante el operador de horma

In this paper we develop an algorithm for assessing the effect of small perturbations of the data on the validity of a postulated generalized linear model. The procedure is based on the geometric notion of shape operator, a single mathematical object that gathers together all the normal curvatures o...

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Autores:
Solanilla, Leonardo
Clavijo, Jairo
Sánchez, Alfonso
Zambrano, Alex J.
Tipo de recurso:
Fecha de publicación:
2015
Institución:
Universidad Santo Tomás
Repositorio:
Universidad Santo Tomás
Idioma:
eng
OAI Identifier:
oai:repository.usta.edu.co:11634/39598
Acceso en línea:
https://revistas.usantotomas.edu.co/index.php/estadistica/article/view/1431
http://hdl.handle.net/11634/39598
Palabra clave:
diagnóstico
gráfica de influencia
influencia local
operador de horma
perturbación de los datos.
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License
http://purl.org/coar/access_right/c_abf2
Description
Summary:In this paper we develop an algorithm for assessing the effect of small perturbations of the data on the validity of a postulated generalized linear model. The procedure is based on the geometric notion of shape operator, a single mathematical object that gathers together all the normal curvatures of a given influence graph or hypersurface. In addition to introducing relevant theoretical notions and explaining the foundations of the local influence assessment method in a generalized linear model with a canonical link, we provide a detailed example of application together with the explicit $R$ code implementing the algorithm.