Set of Tools to Data Analysis using Generalized Linear Models

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Documentation for package ‘glmtoolbox’ version 0.1.9

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adjR2 Adjusted R-squared
adjR2.glm Adjusted R-squared in Generalized Linear Models
adjR2.lm Adjusted R-squared in Normal Linear Models
advertising Advertising
AGPC AGPC for Generalized Estimating Equations
amenorrhea amenorrhea
anova.glmgee Comparison of nested Generalized Estimating Equations
anova.overglm Comparison of nested models for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion.
anova.zeroinflation Comparison of nested models for Regression Models to deal with Zero-Excess in Count Data
anova2 Comparison of nested Generalized Linear Models
aucuba Lesions of Aucuba mosaic virus
bladder Bladder cancer in mice
BoxTidwell Box-Tidwell transformations
BoxTidwell.glm Box-Tidwell transformations in Generalized Linear Models
BoxTidwell.lm Box-Tidwell transformations in Normal Linear Models
brains Mammal brain and body weights
cellular Agents to stimulate cellular differentiation
cholecystectomy Shoulder Pain after Laparoscopic Cholecystectomy
CIC Correlation Information Criterion for Generalized Estimating Equations
confint2 Confidence Intervals for Generalized Linear Models
cooks.distance.glmgee Cook's Distance for Generalized Estimating Equations
cooks.distance.overglm Cook's Distance for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion
cooks.distance.zeroinflation Cook's Distance for Regression Models to deal with Zero-Excess in Count Data
coupons Discount coupons
depression Treatment for severe postnatal depression
dfbeta.glmgee Dfbeta for Generalized Estimating Equations
dfbeta.overglm Dfbeta statistic for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion.
dfbeta.zeroinflation Dfbeta statistic for Regression Models to deal with Zero-Excess in Count Data
dilution Dilution Assay
envelope Normal QQ-plot with simulated envelope of model residuals
envelope.glm Normal QQ-plot with simulated envelope of residuals in GLMs
envelope.lm Normal QQ-plot with simulated envelope of residuals for normal linear models
envelope.overglm Normal QQ-plot with Simulated Envelope of Residuals for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion
envelope.zeroinflation Normal QQ-plot with Simulated Envelope of Residuals for Regression Models to deal with Zero-Excess in Count Data
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 for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion.
estequa.zeroinflation Estimating Equations in Regression Models to deal with Zero-Excess in Count Data
fabric Fabric faults
FisherScoring Fisher Scoring algorithm in Generalized Linear Models
GHYC Gosho-Hamada-Yoshimura's Criterion for Generalized Estimating Equations
glmgee Fit Generalized Estimating Equations
gnmgee Fit Nonlinear Generalized Estimating Equations
GUIDE Guidelines for Urinary Incontinence Discussion and Evaluation
gvif Generalized Variance Inflation Factor
gvif.glm Generalized Variance Inflation Factor
gvif.lm Generalized Variance Inflation Factor
gvif.overglm Generalized Variance Inflation Factor for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion
hltest The Hosmer-Lemeshow Goodness-of-Fit Test
ldh ldh
leverage Leverage
leverage.glmgee Leverage for Generalized Estimating Equations
liver Liver cancer in mice
localInfluence Local Influence
localInfluence.glm Local Influence for Generalized Linear Models
localInfluence.glmgee Local Influence for Generalized Estimating Equations
localInfluence.overglm Local Influence for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion
mammary Ability of retinyl acetate to prevent mammary cancer in rats
Oranges Oranges
orobanche Germination of Orobanche Seeds
ossification Teratogenic effects of phenytoin and trichloropropene oxide
overglm Alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion.
PAC Pardo-Alonso's Criterion for Generalized Estimating Equations
pipeline Alaska pipeline
predict.glmgee Predictions for Generalized Estimating Equations
QIC QIC for Generalized Estimating Equations
rabbits Age and Eye Lens Weight of Rabbits in Australia
races Hill races in Scotland
residuals.glmgee Residuals for Generalized Estimating Equations
residuals.overglm Residuals for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion.
residuals.zeroinflation Residuals in Regression Models to deal with Zero-Excess in Count Data
residuals2 Residuals for Linear and Generalized Linear Models
richness Species richness
rinse Dental Clinical Trial
RJC Rotnitzky–Jewell's Criterion for Generalized Estimating Equations
ROCc The Receiver Operating Characteristic (ROC) Curve
Seizures Seizures
SGPC SGPC for Generalized Estimating Equations
shelflife Shelf life of a photographic developer
skincancer Skin cancer in women
spruces Effect of ozone-enriched atmosphere on growth of sitka spruces
Steel Hardened Steel
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 for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion
swimmers Self diagnozed ear infections in swimmers
Trajan Roots Produced by the Columnar Apple Cultivar Trajan.
uti Urinary Tract Infections in HIV-infected Men
vcov.glmgee Estimate of the variance-covariance matrix in GEEs
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
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