Discrete choice with spatial correlation: A spatial autoregressive binary probit model with endogenous weight matrix (SARBP-EWM)

Y Zhou, X Wang, J Holguín-Veras - Transportation Research Part B …, 2016 - Elsevier
Discrete choice modeling is widely applied in transportation studies. However, the need to
consider correlation between observations creates a challenge. In spatial econometrics, a …

Generalized autoregressive errors in the multinomial probit model

D Bolduc - Transportation Research Part B: Methodological, 1992 - Elsevier
In discrete choice analysis, the multinational probit (MNP) provides the most flexible
framework to allow for general interdependencies among the alternatives. These …

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 …

Household automobile and motorcycle ownership analyzed with random parameters bivariate ordered probit model

PC Anastasopoulos, MG Karlaftis… - Transportation …, 2012 - journals.sagepub.com
This paper investigates the factors that affect household automobile and motorcycle
ownership in large metropolitan areas. Extensive geocoded trip data from Athens, Greece …

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 …

The dynamic spatial multinomial probit model: analysis of land use change using parcel-level data

XC Wang, KM Kockelman, JD Lemp - Journal of Transport Geography, 2012 - Elsevier
Many transportation-related behaviors involve multinomial discrete response in a temporal
and spatial context. These include quality of paved roadway sections over time, evolution of …

Discrete choice model with structuralized spatial effects for location analysis

K Miyamoto, V Vichiensan… - Transportation …, 2004 - journals.sagepub.com
The discrete choice modeling paradigm and in particular the logit model are research topics
that have been continuously developed and refined for years in the field of transportation …

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 …

Simulation, numerical approximation and closed forms for joint discrete continuous models with an application to household vehicle ownership and use

C Cirillo, Y Liu, JM Tremblay - Transportation, 2017 - Springer
Integrated models for multiple decision variables, not necessarily from the same family, are
becoming possible thanks to the advances in econometrics and in the estimation …

Techniques for estimating spatially dependent discrete choice models

MM Fleming - Advances in spatial econometrics: methodology, tools …, 2004 - Springer
Much has been written on the techniques for dealing with spatial dependence, spatial lag
and spatial error, in continuous econometric models (eg, Anselin, 1980, 1990; Anselin and …