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mgcViz  

Visualisations for Generalized Additive Models
View on CRAN: Click here


Download and install mgcViz package within the R console
Install from CRAN:
install.packages("mgcViz")

Install from Github:
library("remotes")
install_github("cran/mgcViz")

Install by package version:
library("remotes")
install_version("mgcViz", "0.1.11")



Attach the package and use:
library("mgcViz")
Maintained by
Matteo Fasiolo
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-06-30
Latest Update: 2023-10-06
Description:
Extension of the 'mgcv' package, providing visual tools for Generalized Additive Models that exploit the additive structure of such models, scale to large data sets and can be used in conjunction with a wide range of response distributions. The focus is providing visual methods for better understanding the model output and for aiding model checking and development beyond simple exponential family regression. The graphical framework is based on the layering system provided by 'ggplot2'.
How to cite:
Matteo Fasiolo (2018). mgcViz: Visualisations for Generalized Additive Models. R package version 0.1.11, https://cran.r-project.org/web/packages/mgcViz. Accessed 22 Dec. 2024.
Previous versions and publish date:
0.1.1 (2018-06-30 19:19), 0.1.3 (2019-01-23 16:10), 0.1.4 (2019-06-07 18:50), 0.1.6 (2020-03-04 16:10), 0.1.8 (2021-08-22 01:40), 0.1.9 (2021-10-05 09:10)
Other packages that cited mgcViz R package
View mgcViz citation profile
Other R packages that mgcViz depends, imports, suggests or enhances
Complete documentation for mgcViz
Functions, R codes and Examples using the mgcViz R package
Some associated functions: ALE.gam . ALE . check.gamViz . check0D . check1D . check2D . fix.family.cdf . gamV . gammV . getGam . getViz . gridPrint . l_bound . l_ciBar . l_ciLine . l_ciPoly . l_clusterLine . l_coordContour . l_dens1D . l_dens2D . l_densCheck . l_fitBar . l_fitContour . l_fitDens . l_fitLine . l_fitPoints . l_fitRaster . l_glyphs2D . l_gridCheck1D . l_gridCheck2D . l_gridQCheck1D . l_gridQCheck2D . l_hist . l_points . l_poly . l_pvContour . l_pvRaster . l_rug . l_simLine . l_vline . listLayers . mqgamV . plot.ALE1D . plot.fs.interaction.1D . plot.gamViz . plot.mgamViz . plot.mgcv.smooth.1D . plot.mgcv.smooth.2D . plot.mgcv.smooth.MD . plot.mrf.smooth . plot.ptermFactor . plot.ptermInteraction . plot.ptermNumeric . plot.random.effect . plot.sos.smooth . plotDiff.mgcv.smooth.1D . plotDiff.mgcv.smooth.2D . plotDiff . plotDiff.sos.smooth . plotRGL.mgcv.smooth.2D . plotRGL.mgcv.smooth.MD . plotRGL . plotSlice . postSim . print.checkGam . print.plotGam . print.plotSmooth . print.qqGam . pterm . qgamV . qq.gamViz . qq . qqplots . residuals.gamViz . shine . shine.qqGam . simulate.gam . sm . zoom . zoom.qqGam . zto1 . 
Some associated R codes: ALE_gam.R . I_argMaster.R . I_argSetup.R . I_compute_qq_gam.R . I_createP.R . I_detNumPages.R . I_discretize_qq_gam.R . I_extractSeveralEffects.R . I_fastKernDens.R . I_getDataTypeY.R . I_getGlyData.R . I_getResTypeAndMethod.R . I_getresidualsTransformSubsample.R . I_initialize.R . I_jacobian_wrap.R . I_lolaxy.R . I_mapVarClass.R . I_multinomJacobian.R . I_plotDiffFit.R . I_plot_qq_gam.R . I_prepare.mgcv.smooth.R . I_prepareInnerSI.R . I_prepareNested.R . I_prepareP.R . I_preparePlotSmooth1D.R . I_preparePlotSmooth2D.R . I_preparePlotSmoothMD.R . I_prepare_ALE.R . I_prepare_fs_interaction.R . I_prepare_mrf_smooth.R . I_prepare_random_effect.R . I_prepare_sos_smooth.R . I_repole.R . I_simpleCap.R . L_bound.R . L_ciBar.R . L_ciLine.R . L_ciPoly.R . L_clusterLine.R . L_coordContour.R . L_dens1D.R . L_dens2D.R . L_densCheck.R . L_fitBar.R . L_fitContour.R . L_fitDens.R . L_fitLine.R . L_fitPoints.R . L_fitRaster.R . L_glyphs2D.R . L_gridCheck1D.R . L_gridCheck2D.R . L_gridQCheck1D.R . L_hist.R . L_points.R . L_poly.R . L_pvContour.R . L_pvRaster.R . L_rug.R . L_simLine.R . L_vline.R . add.R . bamV.R . bin1D.R . check0D.R . check1D.R . check2D.R . check_gamViz.R . fix_family_cdf.R . gamV.R . gamm4V.R . gammV.R . generic_functions.R . getGam.R . getViz.R . gridPrint.R . l_gridQCheck2D.R . listLayers.R . mqgamV.R . plot.ptermInteraction.R . plot.ptermMatrixNumeric.R . plotDiff_mgcv_smooth_1D.R . plotDiff_mgcv_smooth_2D.R . plotDiff_sos_smooth.R . plotRGL_mgcv_smooth_2D.R . plotRGL_mgcv_smooth_MD.R . plotSlice.R . plot_ALE1D.R . plot_fs_interaction_1D.R . plot_gamViz.R . plot_mgamViz.R . plot_mgcv_smooth_1D.R . plot_mgcv_smooth_2D.R . plot_mgcv_smooth_MD.R . plot_mrf_smooth.R . plot_multi_mgcv_smooth_1D.R . plot_multi_mgcv_smooth_2D.R . plot_multi_ptermFactor.R . plot_multi_ptermInteraction.R . plot_multi_ptermLogical.R . plot_multi_ptermNumeric.R . plot_multi_random_effect.R . plot_ptermFactor.R . plot_ptermLogical.R . plot_ptermNumeric.R . plot_random_effect.R . plot_sos_smooth.R . postSim.R . print_checkGam.R . print_plotGam.R . print_plotSmooth.R . print_qq_gam.R . pterm.R . qgamV.R . qq_gamViz.R . qqplots.R . residuals_gamViz.R . shine.qqGam.R . simulate_gam.R . sm.R . utilities.R . zoom_qqGam.R . zzz.R .  Full mgcViz package functions and examples
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