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Cook's Local Influence in Generalized Linear Models via the Shape Operator

Acceso Abierto
ID Minciencias: ART-0000455563-97
Ranking: ART-GC_ART

Abstract:

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.

Tópico:

Advanced Statistical Methods and Models

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Información de la Fuente:

FuenteComunicaciones En Estadística
Cuartil año de publicaciónNo disponible
Volumen8
Issue1
Páginas99 - 99
pISSNNo disponible
ISSN2027-3355

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