Multinomial logit models with continuous and discrete individual heterogeneity in R: the gmnl package

M Sarrias, R Daziano - Journal of Statistical Software, 2017 - jstatsoft.org
… To illustrate the concept of WTP-space, and how it can be estimated using gmnl, we will first
show the case without random parameters. The standard procedure to derive willingness-to…

Fitting the generalized multinomial logit model in Stata

Y Gu, AR Hole, S Knox - The Stata Journal, 2013 - journals.sagepub.com
… In this article, we describe the gmnl Stata command, … values based on the multinomial
logit estimates may not be the best, and we often need to choose our own set of starting values. …

EXPANDING GMNL: AN UPDATE TO ESTIMATING MULTINOMIAL LOGIT MODELS IN R

V Gluza - 2023 - ecommons.cornell.edu
… R package gmnl which estimates multinomial logit models with … The use of multinomial
logit models has become quite … is when we fix the price parameter in GMNL. We can also note …

[PDF][PDF] … comparison of generalized multinomial logit (GMNL) and latent class approaches to studying consumer heterogeneity with some extensions of the GMNL model …

PJ Lenk - 2011 - deepblue.lib.umich.edu
… their random utility. McFadden’s derivation of the logistic model for discrete choice data
remains a major contribution to econometrics. The scale and preference parameters are …

A comparison of generalized multinomial logit, random parameters logit, wtp-space and latent class models to studying consumers' preferences for animal welfare

Z Kallas, F Borrisser-Pairó, B Martínez… - Proceeding of the …, 2016 - upcommons.upc.edu
… or heterogeneous logit models (MIXL), known also as random parameters logit model has
been … GMNL, WTP-Space, RPL and LC models. Results are presented in the following section. …

Frequentist model averaging in the generalized multinomial logit model

T Zeng - Computational statistics, 2024 - Springer
… The generalized multinomial logit (GMNL) model accommodates scale heterogeneity to the
random parameters logit (RPL) model. It has been often used to study people’s preferences …

Impact of hedonic evaluation on consumers' preferences for beef enriched with Omega 3: A Generalized Multinomial Logit Model approach

Y Baba, Z Kallas, JM Gil Roig… - Proceedings of the 29 …, 2015 - upcommons.upc.edu
… In our case, study, we used a full GMNL model specification that includes correlation between
random parameters and correlated preference and scalar heterogeneity. This decision is it …

Correlation and scale in mixed logit models

S Hess, K Train - Journal of choice modelling, 2017 - Elsevier
multinomial logitmodel, are restricted forms of mixed logit that contain only one correlation
parameter. The … of [the] generalized multinomial logit model (GML) that accounts for both …

Extending the logit-mixed logit model for a combination of random and fixed parameters

P Bansal, RA Daziano, M Achtnicht - Journal of choice modelling, 2018 - Elsevier
… However, the original LML formulation assumes all utility parameters to be random. … random
parameters (LML-FR), and motivates such combination in random parameter choice models

Bayesian nonparametric estimation and consistency of mixed multinomial logit choice models

P De Blasi, LF James, JW Lau - 2010 - projecteuclid.org
… density with parameters μ and τ. We shall refer to this as a Gaussian mixed logit (GML) model.
… The GML model is popular since it is flexible and relatively easy to estimate via simulated …