Package: funGp
Type: Package
Title: Gaussian Process Models for Scalar and Functional Inputs
Version: 1.0.0
Authors@R: c(
    person("Jose", "Betancourt", email = "fungp.rpack@gmail.com", role = c("cre", "aut")),
    person("François", "Bachoc", email = "francois.bachoc@math.univ-toulouse.fr", role = "aut"),
    person("Thierry", "Klein", email = "thierry.klein@math.univ-toulouse.fr", role = "aut"),
    person("Jeremy", "Rohmer", email = "J.Rohmer@brgm.fr", role = "aut"),
    person("Yves", "Deville", email = "deville.yves@alpestat.com", role = "ctb"),
    person("Deborah", "Idier", email = "D.Idier@brgm.fr", role = "ctb"))
Maintainer: Jose Betancourt <fungp.rpack@gmail.com>
Description: Construction and smart selection of Gaussian process
        models for analysis of computer experiments with emphasis on
        treatment of functional inputs that are regularly sampled. This
        package offers: (i) flexible modeling of functional-input
        regression problems through the fairly general Gaussian process
        model; (ii) built-in dimension reduction for functional inputs;
        (iii) heuristic optimization of the structural parameters of
        the model (e.g., active inputs, kernel function, type of
        distance). An in-depth tutorial in the use of funGp is provided
        in Betancourt et al. (2024) <doi:10.18637/jss.v109.i05> and
        Metamodeling background is provided in Betancourt et al. (2020)
        <doi:10.1016/j.ress.2020.106870>. The algorithm for structural
        parameter optimization is described in
        <https://hal.science/hal-02532713>.
Note: research product of the RISCOPE project (ANR, project
        No.16CE04-0011) <https://perso.math.univ-toulouse.fr/riscope/>.
License: GPL-3
URL: https://djbetancourt-gh.github.io/funGp/,
        https://github.com/djbetancourt-gh/funGp
BugReports: https://github.com/djbetancourt-gh/funGp/issues
Depends: R (>= 3.5.0)
Imports: methods, foreach, knitr, scales, microbenchmark, doFuture,
        doRNG, future, progressr
Encoding: UTF-8
LazyData: true
RoxygenNote: 7.3.1
Collate: '0_funGp_Doc.R' '0_show_Doc.R' '0_summary_Doc.R'
        '8_outilsCode.R' '3_ant_admin.R' '2_fgpKern_Class.R'
        '2_fgpProj_Class.R' '1_fgpm_Class.R' '1_Xfgpm_Class.R'
        '3_ant_search.R' '3_training_F.R' '3_training_S.R'
        '3_training_SF.R' '4_prediction_F.R' '4_prediction_S.R'
        '4_prediction_SF.R' '5_simulation_F.R' '5_simulation_S.R'
        '5_simulation_SF.R' '6_updating.R' '7_blackBoxFunctions.R'
        '7_checkingFunctions.R' '7_correlFunctions.R'
        '7_dimRedFunctions.R' '7_distanceFunctions.R'
        '7_plottingFunctions.R' '7_plottingFunctionsStandard.R'
        '8_outilsStats.R' '8_precalculated_Xfgpm_objects.R'
Repository: https://djbetancourt-gh.r-universe.dev
Date/Publication: 2024-05-11 15:25:10 UTC
RemoteUrl: https://github.com/djbetancourt-gh/fungp
RemoteRef: HEAD
RemoteSha: 1cf8c4974cceb272d45f69a87a6abc8488718f9f
NeedsCompilation: no
Packaged: 2026-10-06 10:24:04 UTC; root
Author: Jose Betancourt [cre, aut],
  François Bachoc [aut],
  Thierry Klein [aut],
  Jeremy Rohmer [aut],
  Yves Deville [ctb],
  Deborah Idier [ctb]