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DTRreg - MaRDI portal

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DTRreg (Q29406)

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DTR Estimation and Inference via G-Estimation, Dynamic WOLS, Q-Learning, and Dynamic Weighted Survival Modeling (DWSurv)
Language Label Description Also known as
English
DTRreg
DTR Estimation and Inference via G-Estimation, Dynamic WOLS, Q-Learning, and Dynamic Weighted Survival Modeling (DWSurv)

    Statements

    instance of
    R package
    0 references
    software version identifier
    1.7
    publication date
    13 September 2020
    0 references
    1.0
    publication date
    9 March 2016
    0 references
    1.1
    publication date
    3 November 2016
    0 references
    1.2
    publication date
    19 May 2017
    0 references
    1.3
    publication date
    30 August 2017
    0 references
    1.4
    publication date
    21 August 2019
    0 references
    1.5
    publication date
    17 October 2019
    0 references
    1.6
    publication date
    11 August 2020
    0 references
    2.0
    publication date
    19 November 2023
    0 references
    programmed in
    R
    0 references
    last update
    19 November 2023
    0 references
    description
    Dynamic treatment regime estimation and inference via G-estimation, dynamic weighted ordinary least squares (dWOLS) and Q-learning. Inference via bootstrap and recursive sandwich estimation. Estimation and inference for survival outcomes via Dynamic Weighted Survival Modeling (DWSurv). Extension to continuous treatment variables. Wallace et al. (2017) <doi:10.18637/jss.v080.i02>; Simoneau et al. (2020) <doi:10.1080/00949655.2020.1793341>.
    0 references
    author
    Michael Wallace
    0 references
    imports
    graphics
    0 references
    nnet
    0 references
    R6
    0 references
    stats
    0 references
    utils
    0 references

    Identifiers

    swMATH work ID
    17548
    0 references
    CRAN project
    DTRreg
    0 references
     
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