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Variable selection in general multinomial logit models [PDF]
Computational Statistics & Data Analysis, 2015 The use of the multinomial logit model is typically restricted to applications with few predictors, because in high-dimensional settings maximum likelihood estimates tend to deteriorate. In this paper we are proposing a sparsity-inducing penalty that accounts for the special structure of multinomial models. In contrast to existing methods, it penalizes
Gerhard Tutz 0001 +2 more
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Modeling enterprise location choice decision behavior
Journal of Transport and Land Use, 2021 This study presents a location choice model that incorporates urban spatial effects for enterprises. A modeling framework is developed to analyze decisions regarding location choice for enterprises using a series of discrete choice models including ...
Nguyen Cao Y
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The consumer’s choice among television displays: A multinomial logit approach
Lecturas de Economía, 2013 The consumer’s choice over a bundle of products depends on observable and unobservable characteristics of goods and consumers. This choice is made in order to maximize utility subject to a budget constraint.
Carlos Giovanni González Espitia +1 more
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Multinomial Logit Model Of Housing Demand In Poland
Real Estate Management and Valuation, 2015 When compared to mature housing markets, little has been done to understand the nature of demand on emerging housing markets in Central and Eastern Europe and to develop testable models for post-socialist economies.
Głuszak Michał
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Fast Estimation of Multinomial Logit Models: R Package mnlogit
Journal of Statistical Software, 2016 We present the R package mnlogit for estimating multinomial logistic regression models, particularly those involving a large number of categories and variables.
Asad Hasan +2 more
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A warning on separation in multinomial logistic models
Research & Politics, 2018 Oppenheim et al. (2015) provides the first empirical analysis of insurgent defection during armed rebellion, estimating a series of multinomial logit models of continued rebel participation using a survey of ex-combatants in Colombia. Unfortunately, many
Scott J. Cook +2 more
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Entropy, 2010 Maximum entropy models are often used to describe supply and demand behavior in urban transportation and land use systems. However, they have been criticized for not representing behavioral rules of system agents and because their parameters seems to ...
Louis de Grange, Pedro Donoso
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On the development of a semi-nonparametric generalized multinomial logit model for travel-related choices. [PDF]
PLoS ONE, 2017 A semi-nonparametric generalized multinomial logit model, formulated using orthonormal Legendre polynomials to extend the standard Gumbel distribution, is presented in this paper.
Ke Wang +3 more
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Combination model of urban tourism transportation based on nested logit model
Systems Science & Control Engineering, 2022 The traditional combination model based on multinomial logit is incapable of reflecting the nested structure of urban tourism destinations. Therefore, this paper established a variational inequality model of the combination of tourism demand distribution
Gao Jian-jie +3 more
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Penalized multinomial mixture logit model [PDF]
Computational Statistics, 2009 A classification problem is considered where the observed classes are mixtures of some subclasses. The multinomial logit model is used to model the dependence between subclasses labels and predictors. A version of the EM algorithm is proposed for fitting the resulting mixture model.
Shaheena Bashir, Edward M. Carter
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