Understanding household vehicle ownership in Singapore through a comparison of econometric and machine learning models

Rising vehicle ownership trends have led to significant increases in negative externalities associated with transportation such as pollution and congestion. While empirical studies have typically used only econometric frameworks, we must ask the question: Can machine learning models outperform tradi...

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Bibliographic Details
Main Authors: Basu, Rounaq, Ferreira Jr, Joseph
Other Authors: Massachusetts Institute of Technology. Department of Urban Studies and Planning
Format: Article
Published: Elsevier 2020
Online Access:https://hdl.handle.net/1721.1/127655