Package: gnm 1.1-5

gnm: Generalized Nonlinear Models

Functions to specify and fit generalized nonlinear models, including models with multiplicative interaction terms such as the UNIDIFF model from sociology and the AMMI model from crop science, and many others. Over-parameterized representations of models are used throughout; functions are provided for inference on estimable parameter combinations, as well as standard methods for diagnostics etc.

Authors:Heather Turner [aut, cre], David Firth [aut], Brian Ripley [ctb], Bill Venables [ctb], Douglas M. Bates [ctb], Martin Maechler [ctb]

gnm_1.1-5.tar.gz
gnm_1.1-5.zip(r-4.7)gnm_1.1-5.zip(r-4.6)gnm_1.1-5.zip(r-4.5)
gnm_1.1-5.tgz(r-4.6-x86_64)gnm_1.1-5.tgz(r-4.6-arm64)gnm_1.1-5.tgz(r-4.5-x86_64)gnm_1.1-5.tgz(r-4.5-arm64)
gnm_1.1-5.tar.gz(r-4.7-arm64)gnm_1.1-5.tar.gz(r-4.7-x86_64)gnm_1.1-5.tar.gz(r-4.6-arm64)gnm_1.1-5.tar.gz(r-4.6-x86_64)
gnm_1.1-5.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
gnm/json (API)

# Install 'gnm' in R:

install.packages('gnm', repos = c('https://hturner.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/hturner/gnm/issues

Uses libs:

openblas– Optimized BLAS

Datasets:

backPain - Data on Back Pain Prognosis, from Anderson
barley - Jenkyn's Data on Leaf-blotch on Barley
barleyHeights - Heights of Barley Plants
cautres - Data on Class, Religion and Vote in France
erikson - Intergenerational Class Mobility in England/Wales, France and Sweden
friend - Occupation of Respondents and Their Closest Friend
House2001 - Data on twenty roll calls in the US House of Representatives, 2001
mentalHealth - Data on Mental Health and Socioeconomic Status
voting - Data on Social Mobility and the Labour Vote
wheat - Wheat Yields from Mexican Field Trials
yaish - Class Mobility by Level of Education in Israel

On CRAN:

generalized-linear-models generalized-nonlinear-models statistical-models openblas

10.92 score 17 stars 23 packages 518 scripts 9.2k downloads 22 mentions 29 exports 6 dependencies

Last updated from:15bd4a9f1c. Checks:13 OK. Indexed: yes.

Target	Result	Time
linux-devel-arm64	OK	184
linux-devel-x86_64	OK	173
source / vignettes	OK	246
linux-release-arm64	OK	162
linux-release-x86_64	OK	177
macos-release-arm64	OK	144
macos-release-x86_64	OK	186
macos-oldrel-arm64	OK	108
macos-oldrel-x86_64	OK	229
windows-devel	OK	134
windows-release	OK	167
windows-oldrel	OK	204
wasm-release	OK	148

Exports:asGnm checkEstimable Const Diag Dref DrefWeights exitInfo Exp expandCategorical getContrasts getModelFrame gnm instances Inv meanResiduals MPinv Mult MultHomog ofInterest ofInterest<-parameters pickCoef qrSolve residSVD se Symm termPredictors Topo wedderburn

Dependencies:lattice MASS Matrix nnet qvcalc relimp

Generalized nonlinear models in R: An overview of the gnm package

Rendered fromgnmOverview.Rnwusingutils::Sweave

Last update: 2018-06-17
Started: 2017-09-02

Help page	Topics
Generalized Nonlinear Models	gnm-package
Analysis of Deviance for Generalized Nonlinear Models	anova.gnm
Coerce Linear Model to gnm Object	asGnm
Data on Back Pain Prognosis, from Anderson (1984)	backPain
Jenkyn's Data on Leaf-blotch on Barley	barley
Heights of Barley Plants	barleyHeights
Data on Class, Religion and Vote in France	cautres
Check Whether One or More Parameter Combinations in a gnm Model are Identified	checkEstimable
Compute Confidence Intervals of Parameters in a Generalized Nonlinear Model	confint.gnm confint.profile.gnm
Specify a Constant in a "nonlin" Function Predictor	Const
Equality of Two or More Factors	Diag
Specify a Diagonal Reference Term in a gnm Model Formula	Dref DrefWeights
Intergenerational Class Mobility in England/Wales, France and Sweden	erikson
Print Exit Information for gnm Fit	exitInfo
Specify the Exponential of a Predictor in a gnm Model Formula	Exp
Expand Data Frame by Re-expressing Categorical Data as Counts	expandCategorical
Occupation of Respondents and Their Closest Friend	friend
Estimated Contrasts and Standard Errors for Parameters in a gnm Model	getContrasts
Fitting Generalized Nonlinear Models	gnm
Data on twenty roll calls in the US House of Representatives, 2001	House2001
Specify Multiple Instances of a Nonlinear Term in a gnm Model Formula	instances
Specify the Reciprocal of a Predictor in a gnm Model Formula	Inv
Average Residuals within Factor Levels	meanResiduals
Data on Mental Health and Socioeconomic Status	mentalHealth
Local Design Matrix for a Generalized Nonlinear Model	model.matrix.gnm
Moore-Penrose Pseudoinverse of a Real-valued Matrix	MPinv
Specify a Multiplicative Interaction with Homogeneous Effects in a gnm Model Formula	MultHomog
Specify a Product of Predictors in a gnm Model Formula	Mult
Functions to Specify Nonlinear Terms in gnm Models	nonlin.function
Coefficients of Interest in a Generalized Nonlinear Model	ofInterest ofInterest<-
Extract Constrained and Estimated Parameters from a gnm Object	parameters
Get Indices or Values of Selected Model Coefficients	pickCoef
Plot Diagnostics for a gnm Object	plot.gnm
Predict Method for Generalized Nonlinear Models	predict.gnm
Profile Deviance for Parameters in a Generalized Nonlinear Model	plot.profile.gnm profile.gnm
Multiplicative Approximation of Model Residuals	residSVD
Standard Errors of Linear Parameter Combinations in gnm Models	se.gnm
Summarize Generalized Nonlinear Model Fits	print.summary.gnm summary.gnm
Symmetric Interaction of Factors	Symm
Extract Term Contributions to Predictor	termPredictors
Topological Interaction of Factors	Topo
Variance-covariance Matrix for Parameters in a Generalized Nonlinear Model	vcov.gnm
Data on Social Mobility and the Labour Vote	voting
Wedderburn Quasi-likelihood Family	wedderburn
Wheat Yields from Mexican Field Trials	wheat
Class Mobility by Level of Education in Israel	yaish

Package: gnm 1.1-5

gnm: Generalized Nonlinear Models

Citation

Development and contributors

Readme and manuals

Help Manual

Usage by other packages (reverse dependencies)