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)
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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.
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