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GPLTR - MaRDI portal

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GPLTR (Q43136)

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Generalized Partially Linear Tree-Based Regression Model
Language Label Description Also known as
English
GPLTR
Generalized Partially Linear Tree-Based Regression Model

    Statements

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    1.3
    9 April 2022
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    0.85
    23 April 2014
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    0.95
    27 May 2014
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    1.1
    19 December 2014
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    1.2
    18 June 2015
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    1.3
    10 April 2022
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    1.4
    26 August 2023
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    26 August 2023
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    Combining a generalized linear model with an additional tree part on the same scale. A four-step procedure is proposed to fit the model and test the joint effect of the selected tree part while adjusting on confounding factors. We also proposed an ensemble procedure based on the bagging to improve prediction accuracy and computed several scores of importance for variable selection. See 'Cyprien Mbogning et al.'(2014)<doi:10.1186/2043-9113-4-6> and 'Cyprien Mbogning et al.'(2015)<doi:10.1159/000380850> for an overview of all the methods implemented in this package.
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    Identifiers