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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 distribut...    »
Keywords:
binary regression, spatial effects, group and individual cluster effects, MCMC, transport mode decisions
Journal title:
Statistical Modelling
Year:
2008
Journal volume:
8
Journal issue:
4
Pages contribution:
315-345
Reviewed:
ja
Language:
en
Status:
Verlagsversion / published
Semester:
SS 08
Format:
Text
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