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Title:

Validation Study of Naïve Bayes Probabilistic Model for Transit Passengers’ Trip Purpose Estimation: Case Study Exploiting Detailed Brisbane Household Travel Survey Data
Cover of Validation Study of Naïve Bayes Probabilistic Model for Transit Passengers’ Trip Purpose Estimation: Case Study Exploiting Detailed Brisbane Household Travel Survey Data

Accession Number:

01590321

Record Type:

Component

Abstract:

This study investigates the applicability of a trip purpose estimation method proposed by the authors (cf. Kusakabe and Asakura (1)) to transit users in Brisbane, Australia. In particular, this study expands the application to multiple groups of stations and stops. Further, this study identifies the trip features that improve the estimation accuracy. In order to calibrate the model, this study employs a Household Travel Survey data collected by South-East Queensland travel survey. The success rate of the estimation depends on the types of the trip purposes. The major trip purposes (“change mode”, “education”, “work related”, and “at home”) were accurately estimated. This validation provides promising results for the applicability of the method to the transit boarding and alighting data collected by smart card systems in major cities.

Supplemental Notes:

This paper was sponsored by TRB committee ABJ40 Standing Committee on Travel Survey Methods.

Monograph Accession #:

01584066

Report/Paper Numbers:

16-2539

Language:

English

Corporate Authors:

Transportation Research Board

500 Fifth Street, NW
Washington, DC 20001 United States

Authors:

Kusakabe, Takahiko
Tsubota, Takahiro
Bhaskar, Ashish

Pagination:

12p

Publication Date:

2016

Conference:

Transportation Research Board 95th Annual Meeting

Location: Washington DC, United States
Date: 2016-1-10 to 2016-1-14
Sponsors: Transportation Research Board

Media Type:

Digital/other

Features:

Appendices; Figures; References; Tables

Geographic Terms:

Brisbane (Australia)

Subject Areas:

Data and Information Technology; Public Transportation; I72: Traffic and Transport Planning

Source Data:

Transportation Research Board Annual Meeting 2016 Paper #16-2539

Files:

PRP, TRIS, TRB, ATRI

Created Date:

Jan 12 2016 5:07PM