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Merge pull request #20 from Eva2703/BayesSpace
Update documentation of Bayes Space infrastructure
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R/FDboost-package.R

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#' This package is intended to fit regression models with functional variables.
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#' It is possible to fit models with functional response and/or functional covariates,
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#' resulting in scalar-on-function, function-on-scalar and function-on-function regression.
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#' Furthermore, the package can be used to fit density-on-scalar regression models.
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#' Details on the functional regression models that can be fitted with \pkg{FDboost}
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#' can be found in Brockhaus et al. (2015, 2017, 2018) and Ruegamer et al. (2018).
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#' A hands-on tutorial for the package can be found
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#' in Brockhaus, Ruegamer and Greven (2017), see \url{https://arxiv.org/abs/1705.10662}.
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#' For density-on-scalar regression models see Maier et al. (2021).
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#'
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#' Using component-wise gradient boosting as fitting procedure, \pkg{FDboost} relies on
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#' the R package \pkg{mboost} (Hothorn et al., 2017).
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#' A Hands-on Tutorial Using the R Package mboost. Computational Statistics, 29, 3-35.
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#' \url{https://cran.r-project.org/package=mboost/vignettes/mboost_tutorial.pdf}
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#'
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#' Maier, E.-M., Stoecker, A., Fitzenberger, B., Greven, S. (2021):
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#' Additive Density-on-Scalar Regression in Bayes Hilbert Spaces with an Application to Gender Economics.
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#' arXiv preprint arXiv:2110.11771.
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#'
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#' Ruegamer D., Brockhaus, S., Gentsch K., Scherer, K., Greven, S. (2018).
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#' Boosting factor-specific functional historical models for the detection of synchronization in bioelectrical signals.
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#' Journal of the Royal Statistical Society: Series C (Applied Statistics), 67, 621-642.

R/clr_functions.R

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#'
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#' @references
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#' Maier, E.-M., Stoecker, A., Fitzenberger, B., Greven, S. (2021):
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#' Additive Density-on-Scalar Regression in Bayes Hilbert Spaces With an Application to Gender Economics.
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#' arXiv preprint arXiv:.
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#' Additive Density-on-Scalar Regression in Bayes Hilbert Spaces with an Application to Gender Economics.
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#' arXiv preprint arXiv:2110.11771.
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#'
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#' @examples
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#' ### Continuous case (T = [0, 1] with Lebesgue measure):
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#'
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#' @references
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#' Maier, E.-M., Stoecker, A., Fitzenberger, B., Greven, S. (2021):
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#' Additive Density-on-Scalar Regression in Bayes Hilbert Spaces With an Application to Gender Economics.
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#' Journal, vol(number), pages.
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#' Additive Density-on-Scalar Regression in Bayes Hilbert Spaces with an Application to Gender Economics.
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#' arXiv preprint arXiv:2110.11771.
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#'
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#' @examples
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#' data("birthDistribution", package = "FDboost")

man/FDboost-package.Rd

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man/birthDistribution.Rd

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man/clr.Rd

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vignettes/density-on-scalar_birth.Rnw

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\begin{itemize}
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\item[] Brockhaus, S., Scheipl, F., Hothorn, T., and Greven, S. (2015). The functional linear array model.
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\textit{Statistical Modelling} 15(3), 279--300.
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\item[] Maier, E.-M., St\"ocker, A., Fitzenberger, B., Greven, S. (2021). Additive Density-on-Scalar Regression in Bayes Hilbert Spaces With an Application to Gender Economics. \textit{arXiv preprint arXiv:.}
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\item[] Maier, E.-M., St\"ocker, A., Fitzenberger, B., Greven, S. (2021). Additive Density-on-Scalar Regression in Bayes Hilbert Spaces with an Application to Gender Economics. \textit{arXiv preprint arXiv:2110.11771.}
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\end{itemize}
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