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Estimating bid-auction models of residential location using census data with imputed household income

Heldt, Benjamin and Bahamonde Birke, Francisco Jose and Donoso, Pedro and Heinrichs, Dirk (2017) Estimating bid-auction models of residential location using census data with imputed household income. World Symposium on Transport and Land Use Research, 03.-06. Juli 2017, Brisbane, Australien.

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Abstract

Residential location is a key component of the land-use system and modelling residential location is essential to understand the relationship between land-use and transport. The increasing availability of censuses such as the German Zensus 2011 has enabled residential location to be modeled with a large number of observations, presenting both opportunities and challenges. Censuses are statistically highly representative; however, they often lack variables such as income or mobility-related attributes as in the case of Zensus 2011. This is particularly problematic if missing variables define the choice options in a location model. For estimating bid-auction location models for household income groups and comparing them to a similar model for household size, we impute household income in census data by ordered regression. We find that the income model performs sufficiently well as it reveals reasonable aspects of the location patterns that the size model does not cover. Imputing choice variables should thus be considered in the estimation of residential location models.

Item URL in elib:https://elib.dlr.de/113398/
Document Type:Conference or Workshop Item (Speech)
Title:Estimating bid-auction models of residential location using census data with imputed household income
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Heldt, Benjaminbenjamin.heldt (at) dlr.deUNSPECIFIED
Bahamonde Birke, Francisco Josefrancisco.bahamondebirke (at) dlr.deUNSPECIFIED
Donoso, Pedropedrodonosos (at) gmail.comUNSPECIFIED
Heinrichs, Dirkdirk.heinrichs (at) dlr.deUNSPECIFIED
Date:3 July 2017
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:Residential location choice, land use modelling, bid-auction, imputation, income, Berlin
Event Title:World Symposium on Transport and Land Use Research
Event Location:Brisbane, Australien
Event Type:international Conference
Event Dates:03.-06. Juli 2017
Organizer:World Society of Transport and Land Use Research
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Transport
HGF - Program Themes:Transport System
DLR - Research area:Transport
DLR - Program:V VS - Verkehrssystem
DLR - Research theme (Project):V - Urbane Mobilität (old), V - Verkehrsentwicklung und Umwelt II (old)
Location: Berlin-Adlershof
Institutes and Institutions:Institute of Transport Research > Mobility and Urban Development
Deposited By: Heldt, Benjamin
Deposited On:19 Sep 2017 11:33
Last Modified:31 Jul 2019 20:10

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