Exploring nonlinear and interaction effects of TOD on housing rents using XGBoost

Understanding the relationship between transit-oriented development (TOD) and housing rents is crucial for formulating effective TOD strategies and optimizing housing market management. These strategies contribute to a healthy housing market and sustainable urban development. Traditional regression...

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Bibliographic Details

Published in:	Cities Vol. 158; p. 105728
Main Authors:	Peng, Chen, Yang, Shengfu, Zhang, Peng, Hu, Shougeng
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.03.2025
Subjects:	Housing rent Machine learning Nonlinear effect SHAP Transit-oriented development XGBoost SHAP Nonlinear effect Transit-oriented development XGBoost Housing rent Machine learning
ISSN:	0264-2751
Online Access:	Get full text
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