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gnm (version 1.0-8)

Generalized Nonlinear Models

Description

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.

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Version

Install

install.packages('gnm')

Monthly Downloads

7,487

Version

1.0-8

License

GPL-2 | GPL-3

Maintainer

Heather Turner

Last Published

April 22nd, 2015

Functions in gnm (1.0-8)

backPain

Data on Back Pain Prognosis, from Anderson (1984)
anova.gnm

Analysis of Deviance for Generalized Nonlinear Models
MultHomog

Specify a Multiplicative Interaction with Homogeneous Effects in a gnm Model Formula
getContrasts

Estimated Contrasts and Standard Errors for Parameters in a gnm Model
Symm

Symmetric Interaction of Factors
confint.gnm

Compute Confidence Intervals of Parameters in a Generalized Nonlinear Model
cautres

Data on Class, Religion and Vote in France
barleyHeights

Heights of Barley Plants
Const

Specify a Constant in a "nonlin" Function Predictor
Inv

Specify the Reciprocal of a Predictor in a gnm Model Formula
gnm-defunct

Defunct Functions in gnm Package
instances

Specify Multiple Instances of a Nonlinear Term in a gnm Model Formula
parameters

Extract Constrained and Estimated Parameters from a gnm Object
termPredictors

Extract Term Contributions to Predictor
plot.gnm

Plot Diagnostics for a gnm Object
pickCoef

Get Indices or Values of Selected Model Coefficients
barley

Jenkyn's Data on Leaf-blotch on Barley
voting

Data on Social Mobility and the Labour Vote
checkEstimable

Check Whether One or More Parameter Combinations in a gnm Model are Identified
predict.gnm

Predict Method for Generalized Nonlinear Models
MPinv

Moore-Penrose Pseudoinverse of a Real-valued Matrix
meanResiduals

Average Residuals within Factor Levels
summary.gnm

Summarize Generalized Nonlinear Model Fits
Topo

Topological Interaction of Factors
vcov.gnm

Variance-covariance Matrix for Parameters in a Generalized Nonlinear Model
residSVD

Multiplicative Approximation of Model Residuals
wedderburn

Wedderburn Quasi-likelihood Family
expandCategorical

Expand Data Frame by Re-expressing Categorical Data as Counts
nonlin.function

Functions to Specify Nonlinear Terms in gnm Models
Dref

Specify a Diagonal Reference Term in a gnm Model Formula
mentalHealth

Data on Mental Health and Socioeconomic Status
model.matrix.gnm

Local Design Matrix for a Generalized Nonlinear Model
wheat

Wheat Yields from Mexican Field Trials
yaish

Class Mobility by Level of Education in Israel
gnm-package

Generalized Nonlinear Models
gnm

Fitting Generalized Nonlinear Models
erikson

Intergenerational Class Mobility in England/Wales, France and Sweden
Multiplicative interaction

Specify a Product of Predictors in a gnm Model Formula
Diag

Equality of Two or More Factors
ofInterest

Coefficents of Interest in a Generalized Nonlinear Model
asGnm

Coerce Linear Model to gnm Object
se

Standard Errors of Linear Parameter Combinations in gnm Models
profile.gnm

Profile Deviance for Parameters in a Generalized Nonlinear Model
Exp

Specify the Exponential of a Predictor in a gnm Model Formula
House2001

Data on twenty roll calls in the US House of Representatives, 2001
friend

Occupation of Respondents and Their Closest Friend
exitInfo

Print Exit Information for gnm Fit