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gnm (version 1.0-7)

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

7,751

Version

1.0-7

License

GPL (>= 2)

Maintainer

Heather Turner

Last Published

January 2nd, 2014

Functions in gnm (1.0-7)

asGnm

Coerce Linear Model to gnm Object
friend

Occupation of Respondents and Their Closest Friend
Exp

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

Wedderburn Quasi-likelihood Family
Const

Specify a Constant in a "nonlin" Function Predictor
Inv

Specify the Reciprocal of a Predictor in a gnm Model Formula
Multiplicative interaction

Specify a Product of Predictors in a gnm Model Formula
gnm-package

Generalized Nonlinear Models
ofInterest

Coefficents of Interest in a Generalized Nonlinear Model
erikson

Intergenerational Class Mobility in England/Wales, France and Sweden
termPredictors

Extract Term Contributions to Predictor
cautres

Data on Class, Religion and Vote in France
Symm

Symmetric Interaction of Factors
Topo

Topological Interaction of Factors
exitInfo

Print Exit Information for gnm Fit
Dref

Specify a Diagonal Reference Term in a gnm Model Formula
nonlin.function

Functions to Specify Nonlinear Terms in gnm Models
meanResiduals

Average Residuals within Factor Levels
summary.gnm

Summarize Generalized Nonlinear Model Fits
model.matrix.gnm

Local Design Matrix for a Generalized Nonlinear Model
MultHomog

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

Wheat Yields from Mexican Field Trials
predict.gnm

Predict Method for Generalized Nonlinear Models
House2001

Data on twenty roll calls in the US House of Representatives, 2001
plot.gnm

Plot Diagnostics for a gnm Object
expandCategorical

Expand Data Frame by Re-expressing Categorical Data as Counts
parameters

Extract Constrained and Estimated Parameters from a gnm Object
Diag

Equality of Two or More Factors
MPinv

Moore-Penrose Pseudoinverse of a Real-valued Matrix
instances

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

Heights of Barley Plants
checkEstimable

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

Data on Back Pain Prognosis, from Anderson (1984)
voting

Data on Social Mobility and the Labour Vote
barley

Jenkyn's Data on Leaf-blotch on Barley
getContrasts

Estimated Contrasts and Standard Errors for Parameters in a gnm Model
gnm-defunct

Defunct Functions in gnm Package
profile.gnm

Profile Deviance for Parameters in a Generalized Nonlinear Model
mentalHealth

Data on Mental Health and Socioeconomic Status
residSVD

Multiplicative Approximation of Model Residuals
vcov.gnm

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

Get Indices or Values of Selected Model Coefficients
yaish

Class Mobility by Level of Education in Israel
confint.gnm

Compute Confidence Intervals of Parameters in a Generalized Nonlinear Model
gnm

Fitting Generalized Nonlinear Models
se

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

Analysis of Deviance for Generalized Nonlinear Models