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glmtoolbox (version 0.1.12)

Set of Tools to Data Analysis using Generalized Linear Models

Description

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.

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Version

Install

install.packages('glmtoolbox')

Monthly Downloads

4,734

Version

0.1.12

License

GPL-2 | GPL-3

Maintainer

Luis Hernando Vanegas

Last Published

July 25th, 2024

Functions in glmtoolbox (0.1.12)

Rotnitzky–Jewell's Criterion for Generalized Estimating Equations

SGPC for Generalized Estimating Equations

Pardo-Alonso's Criterion for Generalized Estimating Equations

The Receiver Operating Characteristic (ROC) Curve

QIC for Generalized Estimating Equations

Assay of an Insecticide with a Synergist

The effects of fertilizers on coastal Bermuda grass

Comparison of nested models for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion.

Comparison of nested Generalized Estimating Equations

Adjusted R-squared in Generalized Linear Models

Comparison of nested models in Generalized Nonlinear Models.

Adjusted R-squared in Normal Linear Models

Roots Produced by the Columnar Apple Cultivar Trajan.

Adjusted R-squared

Adjusted R-squared in Generalized Nonlinear Models

Bladder cancer in mice

Confidence Intervals for Generalized Nonlinear Models

Mammal brain and body weights

cholecystectomy

Shoulder Pain after Laparoscopic Cholecystectomy

anova.zeroinflation

Comparison of nested models for Regression Models to deal with Zero-Excess in Count Data

Agents to stimulate cellular differentiation

Calls to a technical support help line

cooks.distance.glmgee

Cook's Distance for Generalized Estimating Equations

Confidence Intervals for Generalized Linear Models

Lesions of Aucuba mosaic virus

Best Subset Selection

cooks.distance.zeroinflation

Cook's Distance for Regression Models to deal with Zero-Excess in Count Data

cooks.distance.overglm

Cook's Distance for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion

Discount coupons

cooks.distance.gnm

Cook's Distance for Generalized Nonlinear Models

Dfbeta statistic for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion.

Dfbeta statistic for Generalized Nonlinear Models

Comparison of nested Generalized Linear Models

Normal QQ-plot with simulated envelope of residuals in Generalized Nonlinear Models

Estimating Equations in Generalized Linear Models

Function to extract estimating equations

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

dfbeta.zeroinflation

Dfbeta statistic for Regression Models to deal with Zero-Excess in Count Data

Treatment for severe postnatal depression

envelope.zeroinflation

Normal QQ-plot with Simulated Envelope of Residuals for Regression Models to deal with Zero-Excess in Count Data

Dfbeta for Generalized Estimating Equations

Normal QQ-plot with simulated envelope of model residuals

Normal QQ-plot with simulated envelope of residuals in Generalized Linear Models

estequa.zeroinflation

Estimating Equations in Regression Models to deal with Zero-Excess in Count Data

Fit Nonlinear Generalized Estimating Equations

Estimating Equations in Generalized Estimating Equations

Generalized Variance Inflation Factor

estequa.overglm

Estimating Equations for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion.

Generalized Variance Inflation Factor

Generalized Nonlinear Models.

Glance at a(n) glmgee object

Fit Generalized Estimating Equations

Local Influence

localInfluence.glm

Local Influence for Generalized Linear Models

The Hosmer-Lemeshow Goodness-of-Fit Test

Generalized Variance Inflation Factor

Generalized Variance Inflation Factor for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion

leverage.glmgee

Leverage for Generalized Estimating Equations

Liver cancer in mice

localInfluence.glmgee

Local Influence for Generalized Estimating Equations

Ability of retinyl acetate to prevent mammary cancer in rats

Predictions for Generalized Estimating Equations

Teratogenic effects of phenytoin and trichloropropene oxide

localInfluence.gnm

Local Influence for Generalized Nonlinear Models

Alaska pipeline

Growth of Paramecium aurelium

Age and Eye Lens Weight of Rabbits in Australia

Residuals for Linear and Generalized Linear Models

residuals.zeroinflation

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

Germination of Orobanche Seeds

Skin cancer in women

Shelf life of a photographic developer

Alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion.

residuals.glmgee

Residuals for Generalized Estimating Equations

Species richness

Dental Clinical Trial

Hill races in Scotland

stepCriterion.glmgee

Variable selection in Generalized Estimating Equations

Urinary Tract Infections in HIV-infected Men

stepCriterion.glm

Variable Selection in Generalized Linear Models

residuals.overglm

Residuals for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion.

Residuals for Generalized Nonlinear Models

Estimate of the variance-covariance matrix in GEEs

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

localInfluence.overglm

Local Influence for alternatives to the Poisson and Binomial Regression Models under the presence of Overdispersion

Self diagnozed ear infections in swimmers

Effect of ozone-enriched atmosphere on growth of sitka spruces

Tidy a(n) glmgee object

Variable selection in regression models from a chosen criterion

Test for Varying Dispersion Parameter in Normal Linear Models

Test for Varying Dispersion Parameter in Generalized Nonlinear Models

Test for zero-excess in Count Regression Models

Test for Varying Dispersion Parameter

Fit Weighted Generalized Estimating Equations

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

Test for Varying Dispersion Parameter in Generalized Linear Models

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

AGPC for Generalized Estimating Equations

Box-Tidwell transformations in Generalized Linear Models

Developmental rate of Drosophila melanogaster

Box-Tidwell transformations

Correlation Information Criterion for Generalized Estimating Equations

Box-Tidwell transformations in Normal Linear Models

Fisher Scoring algorithm in Generalized Linear Models

Gosho-Hamada-Yoshimura's Criterion for Generalized Estimating Equations

Guidelines for Urinary Incontinence Discussion and Evaluation

Radioimmunological Assay of Cortisol