UCL Discovery
UCL home » Library Services » Electronic resources » UCL Discovery

Behavioural Analysis of Smart Card Data

Sari Aslam, N; Cheng, T; Cheshire, JA; (2018) Behavioural Analysis of Smart Card Data. In: Proceedings of the 26th GIScience Research UK Conference, University of Leicester (GISRUK 2018). GIS Research UK (GISRUK) Green open access

[img]
Preview
Text
GISRUK2018_Contribution_060.pdf - Published version

Download (416kB) | Preview

Abstract

Smart card data captured by automated fare collection (AFC) systems are a valuable resource for the analysis of human behaviour. The paper presents an approach of processing transit data for clustering analysis to identify user activities with similar characteristics. The effectiveness of the methods was evaluated using performance evaluation metrics. An external evaluation was used to compare the results with the ground truth. The results demonstrate that simple methods can produce good results when the input dataset used in the model is prepared and enriched with the most relevant features set.

Type: Proceedings paper
Title: Behavioural Analysis of Smart Card Data
Event: GISRUK 2018
Location: Leicester
Open access status: An open access version is available from UCL Discovery
Publisher version: http://leicester.gisruk.org/programme/
Language: English
Additional information: This is the published version of record. For information on re-use, please refer to the publisher’s terms and conditions.
Keywords: Smart card data, trip purposes, machine learning, clustering methods
UCL classification: UCL > Provost and Vice Provost Offices
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Civil, Environ and Geomatic Eng
UCL > Provost and Vice Provost Offices > UCL SLASH
UCL > Provost and Vice Provost Offices > UCL SLASH > Faculty of SandHS > Dept of Geography
URI: https://discovery.ucl.ac.uk/id/eprint/10062786
Downloads since deposit
66Downloads
Download activity - last month
Download activity - last 12 months
Downloads by country - last 12 months

Archive Staff Only

View Item View Item