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Document type:
Zeitschriftenaufsatz 
Author(s):
Czado, C., Prokopenko, S. 
Title:
Modeling transport mode decisions using hierarchical logistic regression models with spatial and cluster effects 
Abstract:
This work is motivated by a mobility study conducted in the city of Munich, Germany. The variable of interest is a binary response, which indicates whether public transport has been utilized or not. One of the central questions is to identify areas of low/high utilization of public transport after adjusting for explanatory factors such as trip, individual and household attributes. For the spatial effects a modification of a class of Markov Random Fields (MRF) models with proper joint distrib...    »
 
Keywords:
binary regression, spatial effects, group and individual cluster effects, MCMC, transport mode decisions 
Journal title:
Statistical Modelling 
Year:
2008 
Journal volume:
Journal issue:
Pages contribution:
315-345 
Reviewed:
ja 
Language:
en 
Status:
Verlagsversion / published 
Semester:
SS 08 
Format:
Text