Abstract
This study aims to identify the various attributes that significantly influence commuters’ decisions as to whether they should use public buses or private motorbikes in Ho Chi Minh City, Vietnam. Data were collected for analysis using a face-to-face survey of over 400 participants across a wide range of ages and occupations who use both public transport and private motorbikes in their daily lives. The decision tree technique and Weka software were used for data mining. The results indicate that commuters consider three vital attributes in deciding to stop using their own motorbikes in favor of public buses. The study also identifies decision rules for three commuter groups, including students, workers frequently traveling short-haul routes in the inner city, and workers frequently traveling long distances from the suburbs to the city center. The results are of significance for the identification of feasible measures and strategies to gradually encourage the use of public buses instead of motorbikes.
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References
Cirillo C, Eboli L, Mazzulla G (2011) On the asymmetric user perception of transit service quality. Int J Sustain Transp 5(4):216–232. https://doi.org/10.1080/15568318.2010.494231
De Oña J, De Oña R, Calvo FJ (2012) A classification tree approach to identify key factors of transit service quality. Expert Syst Appl 39(12):11164–11171. https://doi.org/10.1016/j.eswa.2012.03.037
De Oña J, De Oña R, Eboli L, Mazzulla G (2015) Heterogeneity in perceptions of service quality among groups of railway passengers. Int J Sustain Transp 9(8):612–626. https://doi.org/10.1080/15568318.2013.849318
De Oña J, De Oña R, Eboli L, Mazzulla G (2013) Perceived service quality in bus transit service: a structural equation approach. Transp Policy 29:219–226. https://doi.org/10.1016/j.tranpol.2013.07.001
De Oña R, Eboli L, Mazzulla G (2014) Key factors affecting rail service quality in the Northern Italy: a decision tree approach. Transport 29(1):75–83. https://doi.org/10.3846/16484142.2014.898216
Dell’Olio L, Ibeas A, Cecín P, Dell’Olio F (2011) Willingness to pay for improving service quality in a multimodal area. Transp Res Part C Emerg Technol 19(6):1060–1070. https://doi.org/10.1016/j.trc.2011.06.004
Dimitrov S, Ceder A, Chowdhury S, Monot M (2017) Modeling the interaction between buses, passengers and cars on a bus route using a multi-agent system. Transp Plann Technol 40(5):592–610. https://doi.org/10.1080/03081060.2017.1314504
Eboli L, Mazzulla G (2010) How to capture the passengers’ point of view on a transit service through rating and choice options. Transp Rev 30(4):435–450. https://doi.org/10.1080/01441640903068441
Eboli L, Mazzulla G (2012) Structural equation modelling for analysing passengers’ perceptions about railway services. Procedia Soc Behav Sci 54:96–106. https://doi.org/10.1016/j.sbspro.2012.09.729
Fayyad UM, Irani KB (1992) On the handling of continuous-valued attributes in decision tree generation. Mach Learn 8(1):87–102. https://doi.org/10.1007/bf00994007
Fujii S, Van H (2009) Psychological determinants of the intention to use the bus in Ho Chi Minh City. J Public Trans 12(1):97–110. https://doi.org/10.5038/2375-0901.12.1.6
Jen W, Tu R, Lu T (2011) Managing passenger behavioral intention: an integrated framework for service quality, satisfaction, perceived value, and switching barriers. Transportation 38(2):321–342. https://doi.org/10.1007/s11116-010-9306-9
Korting TS (2006) C4.5 algorithm and multivariate decision trees, image processing division. National Institute for Space Research–INPE. SP, Brazil, Section 2:2–6
Le TPL, Trinh TA (2016) Encouraging public transport use to reduce traffic congestion and air pollutant: a case study of Ho Chi Minh City, Vietnam. Procedia Eng 142:236–243. https://doi.org/10.1016/j.proeng.2016.02.037
Matsuhashi, N, Hyodo, T, Takahashi, Y (2005) Image processing analysis of motorcycle oriented mixed traffic flow in Vietnam. Proceedings of the Eastern Asia Society for Transportation Studies 5, pp 929–944. http://www.easts.info/on-line/proceedings_05/929.pdf
Nguyen-Phuoc DQ, Currie G, De Gruyter C, Young W (2018) Exploring the impact of public transport strikes on travel behavior and traffic congestion. Int J Sustain Transp 12(8):613–623. https://doi.org/10.1080/15568318.2017.1419322
University of Waikato (2016) Weka 3 - Data mining with open source machine learning software in Java. The University of Waikato. https://www.cs.waikato.ac.nz/ml/weka/
Wu X, Kumar V, Ross QJ, Ghosh J, Yang Q, Motoda H, McLachlan GJ, Ng A, Liu B, Yu PS, Zhou ZH, Steinbach M, Hand DJ, Steinberg D (2008) Top 10 algorithms in data mining. Knowl Inf Syst 14(1):1–37. https://doi.org/10.1007/s10115-007-0114-2
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Pham, T.X.T., Nguyen, N.T. & Duong, L.B.T. Hierarchy-attribute decision making regarding public buses and private motorbikes: a case study in Ho Chi Minh City, Vietnam. Public Transp 13, 233–249 (2021). https://doi.org/10.1007/s12469-020-00256-8
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DOI: https://doi.org/10.1007/s12469-020-00256-8