gamlss.add-package: Extra Additive Terms for Generalized Additive Models for...

In gamlss.add: 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

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Author(s)

Mikis Stasinopoulos <[e-mail]>, Bob Rigby, Vlasios Voudouris, Daniil Kiose

Maintainer: Mikis Stasinopoulos <[e-mail]>

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, Vol. 23, Issue 7, Dec 2007, http://www.jstatsoft.org/v23/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 http://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

gamlss, gamlss.family

Examples

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

Example output

Loading required package: gamlss.dist
Loading required package: MASS
Loading required package: gamlss
Loading required package: splines
Loading required package: gamlss.data

Attaching package: 'gamlss.data'

The following object is masked from 'package:datasets':

    sleep

Loading required package: nlme
Loading required package: parallel
 **********   GAMLSS Version 5.1-3  ********** 
For more on GAMLSS look at http://www.gamlss.org/
Type gamlssNews() to see new features/changes/bug fixes.

Loading required package: mgcv
This is mgcv 1.8-28. For overview type 'help("mgcv-package")'.
Loading required package: nnet

Attaching package: 'nnet'

The following object is masked from 'package:mgcv':

    multinom

Loading required package: rpart
GAMLSS-RS iteration 1: Global Deviance = 27887.83 
GAMLSS-RS iteration 2: Global Deviance = 27887.83 

gamlss.add documentation built on Feb. 4, 2020, 9:08 a.m.