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http://dx.doi.org/10.12815/kits.2019.18.6.11

A Study of Estimating the Alighting Stop on the Decision Tree Learning Model Using Smart Card Data  

Yoo, Bongseok (Dept. of Urban Planning, Univ. of Hongik)
Choo, Sangho (Dept. of Urban Planning, Univ. of Hongik)
Publication Information
The Journal of The Korea Institute of Intelligent Transport Systems / v.18, no.6, 2019 , pp. 11-30 More about this Journal
Abstract
Smartcards are used as the basic data for utilizing the various transportation policies and evaluations, etc. and provided the transportation basic statistics index. However, the main problem of the smartcard data is that the most of users do not take the alighting tag at the stop, so there is a limit to the scope of use for the total O-D trip data because incomplete O-D traffic data of transportation card users. In this study, a decision tree of learning model is estimated for the alighting stop of smartcard users. The model estimation accuracy in range less than 2 stops interval was 89.7% on average. By eliminating the incompleteness alighting stop of smartcard data through this model, it is expected to be used as the basic data for various transportation analyses and evaluations.
Keywords
Public transportation; Smartcard data; Trip chain; Decision tree; Learning model;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
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1 Alsger A., Assemi B., Mesbah M. and Ferreira L.(2016), "Validating and improving public transport origin-destination estimation algorithm using smart card fare data," Transportation Research Part C: Emerging Technologies, vol. 68, pp.490-506.   DOI
2 Barry J. J., Freimer R. and Slavin H.(2009), "Using Entry-Only Automatic Fare Collection Data to Estimate Linked Transit Trips in New York City," Transportation Research Record, vol. 2112, pp.873-882.
3 Barry J., Newhouser R., Rahbee A. and Sayeda S.(2002), "Origin and Destination Estimation in New York City With Automated Fare System Data," Transportation Research Record, vol. 1817, pp.183-187.   DOI
4 Cho A. H., Lee K. H. and Cho W. S.(2015), "Latent mobility pattern analysis of bus passengers with LDA," Journal of the Korean Data Information Science Society, vol. 26, no. 5, pp.1061-1069.   DOI
5 He L. and Treanie M.(2015), "Estimating the Destination of Unlinked Trips in Public Transportation Smart Card Fare Collection Systems," Transportation Research Record, vol. 2535, pp.97-104.   DOI
6 He L., Nassir N., Trepanier M. and Hickman M.(2015), "Validating and calibrating a destination estimation algorithm for transport smart card fare collection systems," 13th Conference on Advanced Systems in Public Transport, Rotterdam, Pays-Bas, pp.19-23.
7 Shin K. W.(2016) "Inferring the Transit Trip Destination Zone of Smart Card User Using Trip Chain Structure," J. of Korean Society of Transportation, vol. 34, no. 5, pp.437-448.   DOI
8 Kim K. T. and Lee I. M.(2017), "Public Transportation Alighting Estimation Method Using Smart Card Data," J of the Korean Society for Railway, vol. 20, no. 5, pp.692-702.   DOI
9 Marcela M. A. and Palma C.(2012), "Estimation of a disaggregate multimodal public transport origin : Destination matrix from passive smart card data from Santiago, Chile," Transportation Research Part C, vol. 24, pp.9-18.   DOI
10 Park J. H., Kim S. G., Cho C. S. and Heo M. W.(2008), "The study on error, missing data and impulation of the the smart card data for the transit OD construction," Journal of Korean Society of Transportation, vol. 26, no. 2, pp.109-119.
11 Treanier M., Chapleau R. and Tranchant N.(2007), "Individual Trip Destination Estimation in a Transit Smart Card Automated FareCollection System," Journal of Intelligent Transportation Systems Technology Planning and Operations, vol. 12, no. 5, pp.873-882.
12 Yoo B. S. and Choo S. H.(2017), "A research on the generation of Bus Stop Information by the line using passenger's boarding and getting off information on Smart cards," J. of the Korea Institute of Electronic Communication Science, vol. 12, no. 05, pp.873-882.
13 Zhao J., Rahbee A. and Wilson N.(2007), "Estimating a Rail Passenger Trip Origin-destination Matrix Using Automatic Data Collection Systems," Computer-Aided Civil and Infrastructure Engineering, vol. 22, pp.376-387.   DOI