Threshold and moderating effects of land use on metro ridership in Shenzhen: Implications for TOD planning

Although many studies investigate the association between land use and station ridership, few examine their nonlinear and moderating relationships. Using metro smartcard data in Shenzhen, we develop a gradient boosting decision trees model to estimate the relative importance of land use variables an...

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Bibliographic Details

Published in:	Journal of transport geography Vol. 89; p. 102878
Main Authors:	Shao, Qifan, Zhang, Wenjia, Cao, Xinyu, Yang, Jiawen, Yin, Jie
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.12.2020
Subjects:	Gradient boosting decision trees (GBDT) Interaction effects Land use Nonlinear effects Ridership Transit-oriented development (TOD) Interaction effects Transit-oriented development (TOD) Gradient boosting decision trees (GBDT) Ridership Land use Nonlinear effects
ISSN:	0966-6923, 1873-1236
Online Access:	Get full text
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