Package: nestedLogit 0.3.3

nestedLogit: Nested Dichotomy Logistic Regression Models

Provides functions for specifying and fitting nested dichotomy logistic regression models for a multi-category response and methods for summarising and plotting those models. Nested dichotomies are statistically independent, and hence provide an additive decomposition of tests for the overall 'polytomous' response. When the dichotomies make sense substantively, this method can be a simpler alternative to the standard 'multinomial' logistic model which compares response categories to a reference level. See: J. Fox (2016), "Applied Regression Analysis and Generalized Linear Models", 3rd Ed., ISBN 1452205663.

Authors:John Fox [aut], Michael Friendly [aut, cre], Achim Zeileis [ctb]

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nestedLogit.pdf |nestedLogit.html
nestedLogit/json (API)
NEWS

# Install 'nestedLogit' in R:
install.packages('nestedLogit', repos = c('https://friendly.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/friendly/nestedlogit/issues

Datasets:
  • GSS - Data From the U.S. General Social Survey 1972-2016
  • HealthInsurance - Choice of Health Insurance Product

On CRAN:

logistic-regressionmultinomial-logistic-regressionpolytomous-variables

6 exports 10 stars 1.67 score 66 dependencies 33 scripts 1.7k downloads

Last updated 4 months agofrom:261d84632d. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 03 2024
R-4.5-winOKSep 03 2024
R-4.5-linuxOKSep 03 2024
R-4.4-winOKSep 03 2024
R-4.4-macOKSep 03 2024
R-4.3-winOKSep 03 2024
R-4.3-macOKSep 03 2024

Exports:as.dichotomiescontinuationLogitsdichotomylogitsmodelsnestedLogit

Dependencies:abindbackportsbootbroomcarcarDataclicolorspacecowplotcpp11DBIDerivdoBydplyreffectsestimabilityfansifarvergenericsggplot2gluegtableinsightisobandlabelinglatticelifecyclelme4magrittrMASSMatrixMatrixModelsmgcvmicrobenchmarkminqamitoolsmodelrmunsellnlmenloptrnnetnumDerivpbkrtestpillarpkgconfigpurrrquantregR6RColorBrewerRcppRcppArmadilloRcppEigenrlangscalesSparseMstringistringrsurveysurvivaltibbletidyrtidyselectutf8vctrsviridisLitewithr

Nested-dichotomies logistic regression models

Rendered fromnestedLogit.Rmdusingknitr::rmarkdownon Sep 03 2024.

Last update: 2023-06-22
Started: 2023-05-08

Plotting nestedLogit models with ggplot2

Rendered fromplotting-ggplot.Rmdusingknitr::rmarkdownon Sep 03 2024.

Last update: 2024-06-03
Started: 2023-05-28

Standard Errors of Fitted Category Probabilities by the Delta Method for the Nested Logit Model

Rendered fromstandard-errors.Rmdusingknitr::rmarkdownon Sep 03 2024.

Last update: 2023-05-30
Started: 2023-05-27

Readme and manuals

Help Manual

Help pageTopics
Convert a Predicted Objects to a data.frameas.data.frame.predictNestedLogit
Broom Related MethodsbroomMethods glance.nestedLogit tidy.nestedLogit
Effect Displays for Nested Logit ModelsEffect.nestedLogit
Data From the U.S. General Social Survey 1972-2016GSS
Choice of Health Insurance ProductHealthInsurance
Extract Binary Logit Models from a 'nestedLogit' Objectmodels models.nestedLogit
Hypothesis-Testing and Related Methods for '"nestedLogit"' ObjectsAnova.nestedLogit anova.nestedLogit linearHypothesis.nestedLogit logLik.nestedLogit nestedHypotheses print.Anova.nestedLogit print.anova.nestedLogit
Binary Logit Models for Nested DichotomiescontinuationLogits dichotomy logits nestedLogit
Methods for '"nestedLogit"' and Related Objectsas.character.dichotomies as.dichotomies as.dichotomies.matrix as.matrix.continuationDichotomies as.matrix.dichotomies coef.nestedLogit confint.predictNestedLogit fitted.nestedLogit nestedMethods predict.nestedLogit print.dichotomies print.nestedLogit print.predictDichotomies print.predictNestedLogit print.summary.nestedLogit summary.nestedLogit update.nestedLogit vcov.nestedLogit
Plotting Nested Logit Modelsplot.nestedLogit