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