Measuring Impacts of Urban Environmental Elements on Housing Prices Based on Multisource Data—A Case Study of Shanghai, China

Diverse urban environmental elements provide health and amenity value for residents. People are willing to pay a premium for a better environment. Thus, it is essential to assess the benefits and values of these environmental elements. However, limited by the interpretability of the machine learning...

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Detalhes bibliográficos
Main Authors: Liujia Chen, Xiaojing Yao, Yalan Liu, Yujiao Zhu, Wei Chen, Xizhi Zhao, Tianhe Chi
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2020-02-01
Colecção:ISPRS International Journal of Geo-Information
Assuntos:
street view
remote sensing
urban environmental elements
ensemble learning
green view
sky view
building view
shap
Acesso em linha:https://www.mdpi.com/2220-9964/9/2/106
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