Journal of Statistical Software · 2023 · 35 citations · 19 references
Social SciencesEconomicsBehavioral EconomicsDecision TheoryEconometricsChoice ModelingDiscrete Choice ModelsDiscrete Choice TheoryGeneralized Linear ModelsPreference ModelingWillingness To PayDiscrete Choice EstimationDiscrete Choice Experiment DesignHeterogeneityIndividual Willingness-to-payMaximum Likelihood Estimation AlgorithmsStated Preference ModellingUnobserved HeterogeneityUnobserved Individual Effects
This paper introduces the logitr R package for fast maximum likelihood estimation of multinomial logit and mixed logit models with unobserved heterogeneity across individuals, which is modeled by allowing parameters to vary randomly over individuals according to a chosen distribution. The package is faster than other similar packages such as mlogit, gmnl, mixl, and apollo, and it supports utility models specified with
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Mixed MNL models for discrete response
Daniel McFadden, Kenneth Train · Journal of Applied Econometrics · 2000 · 4.1K citations
Hadley Wickham · Journal of Statistical Software · 2014 · 902 citations · Full text