Time-Series Data Mining in Transportation: A Case Study on Singapore Public Train Commuter Travel Patterns

• Main Authors: LEE, Roy Ka Wei, KAM, Tin Seong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2014
• Subjects: Time-series; data mining; smart card; big data; transportation; Databases and Information Systems; Transportation
• Online Access: https://ink.library.smu.edu.sg/sis_research/2448; https://ink.library.smu.edu.sg/context/sis_research/article/3447/viewcontent/Time_Series_Data_Mining_in_Transportation.pdf
• Institution: Singapore Management University

The adoption of smart cards technologies and automated data collection systems (ADCS) in transportation domain had provided public transport planners opportunities to amass a huge and continuously increasing amount of time-series data about the behaviors and travel patterns of commuters. However the...