About: Addressing Distributional Assumptions in Discrete Choice Modelling of Travel Behaviour

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

Attributes	Values
rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
rdfs:seeAlso	http://msed.vse.cz/files/2011/Maca.pdf
Description	Travel behaviour is one of the pioneering domains of discrete choice modelling. Logit quickly became the common way of estimation of the probability of choosing one of the transportation alternatives. The intricate issues concerning plurality of consumer preferences not limited to particularities of mode choice only - paved the way for more elaborated and computationally intensive procedures such as random parameter models that relaxed some strict assumptions inherent to conventional logit estimation. Only recently there have been attempts to address another limitation of the conventional discrete choice models, i.e. assumption on the distribution of random terms. In this paper we explore the magnitude of these limitations by comparing the common estimation procedures with semi-parametric techniques suggested by Fosgerau (2007). To this end we use the data from a recent travel behaviour study conducted on a sample of Czech population travelling between two major cities - Prague and Brno - by any of the three main land transport means - by car, train or bus. We investigate the consequences of the choice of modelling approach on the value of travel time as well as on the value of travel time variability measured by standard deviation of the travel time. Travel behaviour is one of the pioneering domains of discrete choice modelling. Logit quickly became the common way of estimation of the probability of choosing one of the transportation alternatives. The intricate issues concerning plurality of consumer preferences not limited to particularities of mode choice only - paved the way for more elaborated and computationally intensive procedures such as random parameter models that relaxed some strict assumptions inherent to conventional logit estimation. Only recently there have been attempts to address another limitation of the conventional discrete choice models, i.e. assumption on the distribution of random terms. In this paper we explore the magnitude of these limitations by comparing the common estimation procedures with semi-parametric techniques suggested by Fosgerau (2007). To this end we use the data from a recent travel behaviour study conducted on a sample of Czech population travelling between two major cities - Prague and Brno - by any of the three main land transport means - by car, train or bus. We investigate the consequences of the choice of modelling approach on the value of travel time as well as on the value of travel time variability measured by standard deviation of the travel time. (en)
Title	Addressing Distributional Assumptions in Discrete Choice Modelling of Travel Behaviour Addressing Distributional Assumptions in Discrete Choice Modelling of Travel Behaviour (en)
skos:prefLabel	Addressing Distributional Assumptions in Discrete Choice Modelling of Travel Behaviour Addressing Distributional Assumptions in Discrete Choice Modelling of Travel Behaviour (en)
skos:notation	RIV/00216208:11690/11:10133416!RIV13-MD0-11690___
http://linked.open...avai/predkladatel	Centrum pro otázky životního prostředí
http://linked.open...avai/riv/aktivita	P
http://linked.open...avai/riv/aktivity	P(CG712-111-520)
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Máca, Vojtěch Melichar, Jan
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Univerzita Karlova v Praze / Centrum pro otázky životního prostředí
http://linked.open...dnocenehoVysledku	184632
http://linked.open...ai/riv/idVysledku	RIV/00216208:11690/11:10133416
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Travel Behaviour; Discrete Choice Modelling; Distributional Assumptions (en)
http://linked.open.../riv/klicoveSlovo	Discrete Choice Modelling Distributional Assumptions Travel Behaviour
http://linked.open...ontrolniKodProRIV	[FE6389A19411]
http://linked.open...v/mistoKonaniAkce	Praha
http://linked.open...i/riv/mistoVydani	Praha
http://linked.open...i/riv/nazevZdroje	International Days of Statistics and Economics.Conference Proceedings
http://linked.open...in/vavai/riv/obor	AH
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	Quantification of external costs of transport in the Czech Republic
http://linked.open...UplatneniVysledku	2011
http://linked.open...iv/tvurceVysledku	Melichar, Jan Máca, Vojtěch
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open...ain/vavai/riv/wos	000313565200032
http://linked.open.../riv/zahajeniAkce	2011-09-22 (xsd:date)
number of pages	8 (xsd:int)
http://purl.org/ne...btex#hasPublisher	University of Economics
https://schema.org/isbn	978-80-86175-77-5
http://localhost/t...ganizacniJednotka	11690
is http://linked.open...avai/riv/vysledek of	Addressing Distributional Assumptions in Discrete Choice Modelling of Travel Behaviour

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