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glmtoolbox

Set of Tools to Data Analysis using Generalized Linear Models

Set of tools to 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 regression models as alternative to the binomial regression models under the presence of overdispersion; (5) generalized estimating equations for cluster correlated data.

Functions (50)

CIC

Correlation Information Criterion for Generalized Estimating Equations

DEW

Gosho's Criterion for Generalized Estimating Equations

QIC

QIC for Generalized Estimating Equations

RJC

Rotnitzky–Jewell's Criterion for Generalized Estimating Equations

ROCc

The Receiver Operating Characteristic (ROC) Curve

anova.glmgee

Comparison of nested Generalized Estimating Equations

anova.overglm

Comparison of nested Negative Binomial and Beta-Binomial Regression Models

anova2

Comparison of nested Generalized Linear Models

aucuba

Lesions of Aucuba mosaic virus

bladder

Bladder cancer in mice

cellular

Agents to stimulate cellular differentiation

cooks.distance.glmgee

Cook's Distance for Generalized Estimating Equations

cooks.distance.overglm

Cook's Distance for Negative Binomial and Beta-Binomial Models

depression

Treatment for severe postnatal depression

dfbeta.glmgee

Dfbeta for Generalized Estimating Equations

dfbeta.overglm

Dfbeta for Negative Binomial and Beta-binomial Models

envelope

Normal QQ-plot with simulated envelope of model residuals

envelope.glm

Normal QQ-plot with simulated envelope of model residuals

envelope.lm

Normal QQ-plot with simulated envelope of model residuals

envelope.overglm

Normal QQ-plot with simulated envelope of model residuals

estequa

Function to extract estimating equations

estequa.glm

Estimating Equations in Generalized Linear Models

estequa.glmgee

Estimating Equations in Generalized Estimating Equations

estequa.overglm

Estimating Equations in Negative Binomial and Beta-Binomial Models

glmgee

Generalized Estimating Equations

gvif

Generalized Variance Inflaction Factor

gvif.glm

Generalized Variance Inflaction Factor

gvif.lm

Generalized Variance Inflaction Factor

hltest

The Hosmer-Lemeshow Goodness-of-Fit Test

liver

Liver cancer in mice

mammary

Ability of retinyl acetate to prevent mammary cancer in rats

ossification

Teratogenic effects of phenytoin and trichloropropene oxide

overglm

Negative Binomial and Beta-Binomial Regression Models

predict.glmgee

Predictions for Generalized Estimating Equations

predict.overglm

Predictions for Negative Binomial and Beta-Binomial regression models

races

Hill races in Scotland

residuals.glmgee

Residuals for Generalized Estimating Equations

residuals.overglm

Residuals for Negative Binomial and Beta-Binomial Regression Models

richness

Species richness

skincancer

Skin cancer in women

spruce

Effect of ozone-enriched atmosphere on growth of sitka spruce

stepCriterion

Variable selection in regression models from a chosen criterion

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 in Negative Binomial and Beta-Binomial Regression Models

swimmers

Self diagnozed ear infections in swimmers

vdtest

Test for Varying Dispersion Parameter

vdtest.glm

Test for Varying Dispersion Parameter in Generalized Linear Models

vdtest.lm

Test for Varying Dispersion Parameter in Normal Linear Models

glmtoolbox

Set of Tools to Data Analysis using Generalized Linear Models

v0.1.0

GPL-2 | GPL-3

Authors

Luis Hernando Vanegas [aut, cre], Luz Marina Rondón [aut], Gilberto A. Paula [aut]

Initial release

glmtoolbox

Functions (50)

glmtoolbox

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