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logitr
View on CRAN: Click
here
Download and install logitr package within the R console
Install from CRAN:
install.packages("logitr")
Install from Github:
library("remotes")
install_github("cran/logitr") Install by package version:
library("remotes")
install_version("logitr", "1.1.3") Attach the package and use:
library("logitr")
Maintained by
John Helveston
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-01-19
Latest Update: 2024-07-24
Description:
Fast estimation of multinomial (MNL) and mixed logit (MXL) models in R. Models can be estimated using "Preference" space or "Willingness-to-pay" (WTP) space utility parameterizations. Weighted models can also be estimated. An option is available to run a parallelized multistart optimization loop with random starting points in each iteration, which is useful for non-convex problems like MXL models or models with WTP space utility parameterizations. The main optimization loop uses the 'nloptr' package to minimize the negative log-likelihood function. Additional functions are available for computing and comparing WTP from both preference space and WTP space models and for predicting expected choices and choice probabilities for sets of alternatives based on an estimated model. Mixed logit models can include uncorrelated or correlated heterogeneity covariances and are estimated using maximum simulated likelihood based on the algorithms in Train (2009) . More details can be found in Helveston (2023) .
How to cite:
John Helveston (2021). logitr: Logit Models w/Preference & WTP Space Utility Parameterizations. R package version 1.1.3, https://cran.r-project.org/web/packages/logitr. Accessed 16 Jul. 2026.
Previous versions and publish date:
(2026-07-09 07:53), 0.1.0 (2021-01-19 09:40), 0.2.0 (2021-06-14 15:50), 0.3.0 (2021-08-13 20:20), 0.4.0 (2021-10-25 19:30), 0.5.0 (2022-01-04 22:40), 0.6.0 (2022-06-11 12:50), 0.6.1 (2022-06-12 17:50), 0.7.0 (2022-06-17 00:40), 0.8.0 (2022-10-03 22:30), 1.0.0 (2023-02-07 09:22), 1.0.1 (2023-02-19 14:00), 1.1.0 (2023-05-18 00:00), 1.1.1 (2023-09-29 17:40), 1.1.2 (2024-07-24 13:20), 1.1.3 (2025-11-18 07:10)
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Other R packages that logitr depends,
imports, suggests or enhances
Complete documentation for logitr
Functions, R codes and Examples using
the logitr R package
Some associated functions: apolloModeChoiceData . augment.logitr . cars_china . cars_us . ci . confint.logitr . dummyCode . electricity . fitted.logitr . fquantile . glance.logitr . logit_probs . logitr . miscmethods.logitr . model.frame.logitr . model.matrix.logitr . predict.logitr . predictChoices . predictProbs . recodeData . reexports . residuals.logitr . runtimes . se.logitr . se . simulateShares . statusCodes . tidy.logitr . vcov.logitr . wtp.logitr . wtp . wtpCompare . yogurt .
Some associated R codes: broom.R . data.R . draws.R . encoding.R . inputChecks.R . logit.R . logitr.R . methods.R . modelInputs.R . optimLoop.R . predict.R . utils.R . wtp.R . Full logitr package functions and examples
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