Learning Diagnostic Diagrams in Transport-Based Data-Collection Systems

Vu The Tran, Peter Eklund, Chris Cook

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Abstrakt

Insights about service improvement in a transit network can be gained by studying transit service reliability. In this paper, a general procedure for constructing a transit service reliability diagnostic (Tsrd) diagram based on a Bayesian network is proposed to automatically build a behavioural model from Automatic Vehicle Location (AVL) and Automatic Passenger Counters (APC) data. Our purpose is to discover the variability of transit service attributes and their effects on traveller behaviour. A Tsrd diagram describes and helps to analyse factors affecting public transport by combining domain knowledge with statistical data.
OriginalsprogEngelsk
TitelFoundations of Intelligent Systems - 21st International Symposium, ISMIS 2014, Roskilde, Denmark, June 25-27, 2014. Proceedings
Antal sider7
Vol/bind8502
ForlagSpringer
Publikationsdato2014
Sider560-566
ISBN (Trykt)978-3-319-08325-4
DOI
StatusUdgivet - 2014
NavnLecture Notes in Computer Science
Vol/bind8502
ISSN0302-9743

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