Pré-Publication, Document De Travail (Preprint/Prepublication) Année : 2025

DEViaN-LM: An R Package for Detecting Abnormal Values in the Gaussian Linear Model

Résumé

The DEViaN-LM is a R package that allows to detect the values poorly explained by a Gaussian linear model. The procedure is based on the maximum of the absolute value of the studentized residuals, which is a free statistic of the parameters of the model. This approach makes it possible to generalize several procedures used to detect abnormal values during longitudinal monitoring of certain biological markers. In this article, we describe the method used, and we show how to implement it on different real datasets.

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Est citée par hal-05285642 Preprint Geoffroy C.B. Berthelot, Brigitte Gelein, Eric Meinadier, Emmanuel Orhant, Jérôme Dedecker. Z-scores-based methods and their application to biological monitoring: An extended analysis of professional soccer players and cyclists athletes. 2025. ⟨hal-05285642v2⟩

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Cite hal-01792286 Article Guillaume Saulière, Jérôme Dedecker, Laurie-Anne Marquet, Pierre Rochcongar, Jean-François Toussaint, et al.. Z-scores-based methods and their application to biological monitoring: an example in professional soccer players. Biostatistics, 2017, pp.1 - 17. ⟨10.1093/biostatistics/kxx044⟩. ⟨hal-01792286⟩

Dates et versions

hal-05230549 , version 1 (01-09-2025)
hal-05230549 , version 2 (18-11-2025)

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  • HAL Id : hal-05230549 , version 2

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Geoffroy Berthelot, Guillaume Saulière, Jérôme Dedecker. DEViaN-LM: An R Package for Detecting Abnormal Values in the Gaussian Linear Model. 2025. ⟨hal-05230549v2⟩
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