glmtoolbox0.1.12 package

Set of Tools to Data Analysis using Generalized Linear Models

adjR2

Adjusted R-squared

envelope.lm

Normal QQ-plot with simulated envelope of residuals for normal linear ...

envelope.overglm

Normal QQ-plot with Simulated Envelope of Residuals for alternatives t...

envelope

Normal QQ-plot with simulated envelope of model residuals

envelope.zeroinflation

Normal QQ-plot with Simulated Envelope of Residuals for Regression Mod...

estequa.glm

Estimating Equations in Generalized Linear Models

estequa.glmgee

Estimating Equations in Generalized Estimating Equations

estequa.overglm

Estimating Equations for alternatives to the Poisson and Binomial Regr...

estequa

Function to extract estimating equations

adjR2.glm

Adjusted R-squared in Generalized Linear Models

adjR2.gnm

Adjusted R-squared in Generalized Nonlinear Models

adjR2.lm

Adjusted R-squared in Normal Linear Models

AGPC

AGPC for Generalized Estimating Equations

anova.glmgee

Comparison of nested Generalized Estimating Equations

anova.gnm

Comparison of nested models in Generalized Nonlinear Models.

anova.overglm

Comparison of nested models for alternatives to the Poisson and Binomi...

anova.zeroinflation

Comparison of nested models for Regression Models to deal with Zero-Ex...

anova2

Comparison of nested Generalized Linear Models

bestSubset

Best Subset Selection

BoxTidwell.glm

Box-Tidwell transformations in Generalized Linear Models

BoxTidwell.lm

Box-Tidwell transformations in Normal Linear Models

BoxTidwell

Box-Tidwell transformations

CIC

Correlation Information Criterion for Generalized Estimating Equations

confint.gnm

Confidence Intervals for Generalized Nonlinear Models

confint2

Confidence Intervals for Generalized Linear Models

cooks.distance.glmgee

Cook's Distance for Generalized Estimating Equations

cooks.distance.gnm

Cook's Distance for Generalized Nonlinear Models

cooks.distance.overglm

Cook's Distance for alternatives to the Poisson and Binomial Regressio...

cooks.distance.zeroinflation

Cook's Distance for Regression Models to deal with Zero-Excess in Coun...

dfbeta.glmgee

Dfbeta for Generalized Estimating Equations

dfbeta.gnm

Dfbeta statistic for Generalized Nonlinear Models

dfbeta.overglm

Dfbeta statistic for alternatives to the Poisson and Binomial Regressi...

dfbeta.zeroinflation

Dfbeta statistic for Regression Models to deal with Zero-Excess in Cou...

envelope.glm

Normal QQ-plot with simulated envelope of residuals in Generalized Lin...

envelope.gnm

Normal QQ-plot with simulated envelope of residuals in Generalized Non...

estequa.zeroinflation

Estimating Equations in Regression Models to deal with Zero-Excess in ...

FisherScoring

Fisher Scoring algorithm in Generalized Linear Models

GHYC

Gosho-Hamada-Yoshimura's Criterion for Generalized Estimating Equation...

glance.glmgee

Glance at a(n) glmgee object

glmgee

Fit Generalized Estimating Equations

gnm

Generalized Nonlinear Models.

gnmgee

Fit Nonlinear Generalized Estimating Equations

gvif.glm

Generalized Variance Inflation Factor

gvif.lm

Generalized Variance Inflation Factor

gvif.overglm

Generalized Variance Inflation Factor for alternatives to the Poisson ...

gvif

Generalized Variance Inflation Factor

hltest

The Hosmer-Lemeshow Goodness-of-Fit Test

leverage.glmgee

Leverage for Generalized Estimating Equations

leverage

Leverage

localInfluence.glm

Local Influence for Generalized Linear Models

localInfluence.glmgee

Local Influence for Generalized Estimating Equations

localInfluence.gnm

Local Influence for Generalized Nonlinear Models

localInfluence.overglm

Local Influence for alternatives to the Poisson and Binomial Regressio...

localInfluence

Local Influence

overglm

Alternatives to the Poisson and Binomial Regression Models under the p...

PAC

Pardo-Alonso's Criterion for Generalized Estimating Equations

predict.glmgee

Predictions for Generalized Estimating Equations

QIC

QIC for Generalized Estimating Equations

residuals.glmgee

Residuals for Generalized Estimating Equations

residuals.gnm

Residuals for Generalized Nonlinear Models

residuals.overglm

Residuals for alternatives to the Poisson and Binomial Regression Mode...

residuals.zeroinflation

Residuals in Regression Models to deal with Zero-Excess in Count Data

residuals2

Residuals for Linear and Generalized Linear Models

RJC

Rotnitzky–Jewell's Criterion for Generalized Estimating Equations

ROCc

The Receiver Operating Characteristic (ROC) Curve

SGPC

SGPC for Generalized Estimating Equations

stepCriterion.glm

Variable Selection in Generalized Linear Models

stepCriterion.glmgee

Variable selection in Generalized Estimating Equations

stepCriterion.lm

Variable Selection in Normal Linear Models

stepCriterion.overglm

Variable selection for alternatives to the Poisson and Binomial Regres...

stepCriterion

Variable selection in regression models from a chosen criterion

tidy.glmgee

Tidy a(n) glmgee object

vcov.glmgee

Estimate of the variance-covariance matrix in GEEs

vdtest.glm

Test for Varying Dispersion Parameter in Generalized Linear Models

vdtest.gnm

Test for Varying Dispersion Parameter in Generalized Nonlinear Models

vdtest.lm

Test for Varying Dispersion Parameter in Normal Linear Models

vdtest

Test for Varying Dispersion Parameter

wglmgee

Fit Weighted Generalized Estimating Equations

zero.excess

Test for zero-excess in Count Regression Models

zeroalt

Zero-Altered Regression Models to deal with Zero-Excess in Count Data

zeroinf

Zero-Inflated Regression Models to deal with Zero-Excess in Count Data

Set of tools for the statistical analysis of data using: (1) normal linear models; (2) generalized linear models; (3) negative binomial regression models as alternative to the Poisson regression models under the presence of overdispersion; (4) beta-binomial and random-clumped binomial regression models as alternative to the binomial regression models under the presence of overdispersion; (5) Zero-inflated and zero-altered regression models to deal with zero-excess in count data; (6) generalized nonlinear models; (7) generalized estimating equations for cluster correlated data.

  • Maintainer: Luis Hernando Vanegas
  • License: GPL-2 | GPL-3
  • Last published: 2024-07-25