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Prethodno priopćenje
https://doi.org/10.17559/TV-20180115064630

Comparison of Clustered-based MNL and Duration Models in Departure Time Choice Modelling

Shahriar Afandizadeh Zargari*   ORCID icon orcid.org/0000-0001-5137-3673 ; Department of Transportation Engineering and Planning, School of Civil Engineering, Iran University of Science & Technology, P.O. Box 16765-163, Narmak, Tehran, Iran
Farshid Safari   ORCID icon orcid.org/0000-0002-3628-811X ; Department of Transportation Engineering and Planning, School of Civil Engineering, Iran University of Science & Technology, P.O. Box 16765-163, Narmak, Tehran, Iran

Puni tekst: engleski, pdf (663 KB) str. 270-275 preuzimanja: 37* citiraj
APA 6th Edition
Zargari*, S.A. i Safari, F. (2021). Comparison of Clustered-based MNL and Duration Models in Departure Time Choice Modelling. Tehnički vjesnik, 28 (1), 270-275. https://doi.org/10.17559/TV-20180115064630
MLA 8th Edition
Zargari*, Shahriar Afandizadeh i Farshid Safari. "Comparison of Clustered-based MNL and Duration Models in Departure Time Choice Modelling." Tehnički vjesnik, vol. 28, br. 1, 2021, str. 270-275. https://doi.org/10.17559/TV-20180115064630. Citirano 16.04.2021.
Chicago 17th Edition
Zargari*, Shahriar Afandizadeh i Farshid Safari. "Comparison of Clustered-based MNL and Duration Models in Departure Time Choice Modelling." Tehnički vjesnik 28, br. 1 (2021): 270-275. https://doi.org/10.17559/TV-20180115064630
Harvard
Zargari*, S.A., i Safari, F. (2021). 'Comparison of Clustered-based MNL and Duration Models in Departure Time Choice Modelling', Tehnički vjesnik, 28(1), str. 270-275. https://doi.org/10.17559/TV-20180115064630
Vancouver
Zargari* SA, Safari F. Comparison of Clustered-based MNL and Duration Models in Departure Time Choice Modelling. Tehnički vjesnik [Internet]. 2021 [pristupljeno 16.04.2021.];28(1):270-275. https://doi.org/10.17559/TV-20180115064630
IEEE
S.A. Zargari* i F. Safari, "Comparison of Clustered-based MNL and Duration Models in Departure Time Choice Modelling", Tehnički vjesnik, vol.28, br. 1, str. 270-275, 2021. [Online]. https://doi.org/10.17559/TV-20180115064630

Sažetak
One of the important decisions for travellers about each trip is the time that they depart from their point of origin. The aggregation of the departure times of all travellers forms the pattern of a temporal distribution of trips in a day and also peak periods of a day. In this paper, we applied the multinomial logit (MNL) on a choice set which was derived from cluster analysis, and we also made use of the duration models to estimate departure time for home-based work trips. For the duration models, the Kaplan-Meier and Cox proportional methods are used and then, the results are compared to cluster-based MNL model. This study is conducted in Mashhad city which has a population of about 2.7 million people. The results show the traveller's job and traveller's selected mode have a significant effect on his departure time choice. Comparison of the predictability power of these two modelling approaches indicates that the cluster-based MNL model in this case study is the preferable model.

Ključne riječi
clustered-based MNL; cox proportional method; Departure Time Choice (DTC); duration models; K-mean clustering

Hrčak ID: 251562

URI
https://hrcak.srce.hr/251562

Posjeta: 95 *