R: Extra Additive Terms for Generalized Additive Models for...

gamlss.add-package {gamlss.add}

R Documentation

Extra Additive Terms for Generalized Additive Models for Location Scale and Shape

Description

Interface for extra smooth functions including tensor products, neural networks and decision trees.

Details

The DESCRIPTION file:

Package:	gamlss.add
Title:	Extra Additive Terms for Generalized Additive Models for Location Scale and Shape
Version:	5.1-13
Date:	2024-03-17
Authors@R:	c(person("Mikis", "Stasinopoulos", role = c("aut", "cre"), email = "d.stasinopoulos@gre.ac.uk", comment = c(ORCID = "0000-0003-2407-5704")), person("Robert", "Rigby", role = "aut", email = "r.rigby@gre.ac.uk", comment = c(ORCID = "0000-0003-3853-1707")), person("Vlasios", "Voudouris", role = "ctb"), person("Daniil", "Kiose", role = "ctb", comment = c(ORCID = "0000-0002-3596-5748")) )
Description:	Interface for extra smooth functions including tensor products, neural networks and decision trees.
License:	GPL-2 \| GPL-3
URL:	https://www.gamlss.com/
BugReports:	https://github.com/gamlss-dev/gamlss.add/issues
Depends:	R (>= 2.15.0), gamlss.dist, gamlss (>= 2.4.0), mgcv, nnet, rpart, graphics, stats, utils, grDevices, methods
Suggests:	lattice
LazyLoad:	yes
Author:	Mikis Stasinopoulos [aut, cre] (<https://orcid.org/0000-0003-2407-5704>), Robert Rigby [aut] (<https://orcid.org/0000-0003-3853-1707>), Vlasios Voudouris [ctb], Daniil Kiose [ctb] (<https://orcid.org/0000-0002-3596-5748>)
Maintainer:	Mikis Stasinopoulos <d.stasinopoulos@gre.ac.uk>

Index of help topics:

centilesTwo             Centiles contour plots in GAMLSS
fitFixedKnots           Functions to Fit Univariate Break Point
                        Regression Models
fk                      A function to fit break points within GAMLSS
ga                      A interface functions to use Simon Wood's gam()
                        and bam() functions within GAMLSS
gamlss.add-package      Extra Additive Terms for Generalized Additive
                        Models for Location Scale and Shape
gamlss.fk               Support for Function fk()
gamlss.ga               Support for Function ga() and ba()
gamlss.nn               Support for Function nn()
nn                      A interface function to use nnet() function
                        within GAMLSS
plot.nnet               Plotting fitted neural networks
tr                      A interface function to use rpart() function
                        within GAMLSS

Author(s)

Mikis Stasinopoulos [aut, cre] (<https://orcid.org/0000-0003-2407-5704>), Robert Rigby [aut] (<https://orcid.org/0000-0003-3853-1707>), Vlasios Voudouris [ctb], Daniil Kiose [ctb] (<https://orcid.org/0000-0002-3596-5748>)

Maintainer: Mikis Stasinopoulos <d.stasinopoulos@gre.ac.uk>

References

Ripley, B. D. (1996) Pattern Recognition and Neural Networks. Cambridge.

Rigby, R. A. and Stasinopoulos D. M. (2005). Generalized additive models for location, scale and shape,(with discussion), Appl. Statist., 54, part 3, pp 507-554.

Rigby R.A., Stasinopoulos D. M., Heller G., and De Bastiani F., (2019) Distributions for Modeling Location, Scale and Shape: Using GAMLSS in R, Chapman and Hall/CRC.

Stasinopoulos D. M. Rigby R.A. (2007) Generalized additive models for location scale and shape (GAMLSS) in R. Journal of Statistical Software, 23(7), 1–46, doi:10.18637/jss.v023.i07

Stasinopoulos D. M., Rigby R.A., Heller G., Voudouris V., and De Bastiani F., (2017) Flexible Regression and Smoothing: Using GAMLSS in R, Chapman and Hall/CRC.

(see also https://www.gamlss.com/).

Therneau T. M., Atkinson E. J. (2015) An Introduction to Recursive Partitioning Using the RPART Routines. Vignette in package rpart.

Venables, W. N. and Ripley, B. D. (2002) Modern Applied Statistics with S. Fourth edition. Springer.

Wood S.N. (2006) Generalized Additive Models: An Introduction with R. Chapman and Hall/CRC Press.

Examples

library(gamlss)
gn <- gamlss(R~ga(~te(Fl,A)), data=rent, family=GA)