A joint count-continuous model of travel behavior with selection based on a multinomial probit residential density choice model

CR Bhat, S Astroza, R Sidharthan, MJB Alam… - … Research Part B …, 2014 - Elsevier
This paper formulates a multidimensional choice model system that is capable of handling
multiple nominal variables, multiple count dependent variables, and multiple continuous …

A new estimation approach for the multiple discrete–continuous probit (MDCP) choice model

CR Bhat, M Castro, M Khan - Transportation Research Part B …, 2013 - Elsevier
This paper develops a blueprint (complete with matrix notation) to apply Bhat's (2011)
Maximum Approximate Composite Marginal Likelihood (MACML) inference approach for the …

Spatial econometrics approach to integration of behavioral biases in travel demand analysis

OA Smirnov - Transportation Research Record, 2010 - journals.sagepub.com
Random utility models customarily assume strict independence of individual decision
makers. Evidence of crowding, peer pressure, herd behavior, and other instances of …

A simulation evaluation of the maximum approximate composite marginal likelihood (MACML) estimator for mixed multinomial probit models

CR Bhat, R Sidharthan - Transportation Research Part B: Methodological, 2011 - Elsevier
This paper evaluates the ability of the maximum approximate composite marginal likelihood
(MACML) estimation approach to recover parameters from finite samples in mixed cross …

[PDF][PDF] Random utility-based discrete choice models for travel demand analysis

CR Bhat - Transportation systems planning: methods and …, 2003 - Citeseer
In this chapter, we provide an overview of the motivation for, and structure of, advanced
discrete choice models derived from random-utility maximization. The discussion is intended …

Constraints on individual travel behavior in a Brazilian city

JD Swait Jr, M Ben-Akiva - Transportation Research Record, 1986 - safetylit.org
In this paper the statistical and predictive performance of two disaggregate choice models
that incorporate probabilistic choice set formation are compared with a standard logit …

[HTML][HTML] A Bayesian instrumental variable model for multinomial choice with correlated alternatives

H Watanabe, T Maruyama - Journal of choice modelling, 2023 - Elsevier
Endogeneity and correlated alternatives are major concerns to be addressed in travel
behavior analysis. However, these issues have rarely been dealt with simultaneously in …

[PDF][PDF] Probabilistic choice set generation in transportation demand models

JD Swait - 1984 - dspace.mit.edu
Motivated by practical and theoretical shortcomings of existing discrete choice models of
travel behavior, especially in the application context of developing countries, this research …

Flexible model structures for discrete choice analysis

CR Bhat, N Eluru, RB Copperman - Handbook of Transport Modelling …, 2007 - emerald.com
Econometric discrete choice analysis is an essential component of studying individual
choice behavior and is used in many diverse fields to model consumer demand for …

Modeling heterogeneity in discrete choice proceses: application to travel demand

DA Gopinath - 1995 - dspace.mit.edu
Discrete choice models and, more recently, latent variable models have been widely applied
to problems in transportation, economics, geography, marketing, public policy and …