Monitoring housing rental prices based on social media: An integrated approach of machine-learning algorithms and hedonic modeling to inform equitable housing …

L Hu, S He, Z Han, H Xiao, S Su, M Weng, Z Cai - Land use policy, 2019 - Elsevier
National land use policies and strategies worldwide have attempted to establish a healthy
housing rental market towards urban sustainability. Monitoring fine-scale housing rental …

Impacts of street-visible greenery on housing prices: Evidence from a hedonic price model and a massive street view image dataset in Beijing

Y Zhang, R Dong - ISPRS International Journal of Geo-Information, 2018 - mdpi.com
Street greenery is a component of urban green infrastructure. By forming foundational green
corridors in urban ecological systems, street greenery provides vital ecological, social, and …

Amenity effects of urban facilities on housing prices in China: Accessibility, scarcity, and urban spaces

F Yuan, YD Wei, J Wu - Cities, 2020 - Elsevier
Housing values are heavily influenced by urban facilities. However, the amenity effects of
urban facilities have not been fully assessed, and their spatial heterogeneity has largely …

Education quality, accessibility, and housing price: Does spatial heterogeneity exist in education capitalization?

H Wen, Y Xiao, ECM Hui, L Zhang - Habitat international, 2018 - Elsevier
Evaluating the capitalization effect of educational facilities via the real estate market has
elicited considerable research attention. Although the spatial attribute of housing data is …

A social-media-based approach to assessing the effectiveness of equitable housing policy in mitigating education accessibility induced social inequalities in Shanghai …

L Hu, S He, Y Luo, S Su, J Xin, M Weng - Land Use Policy, 2020 - Elsevier
Social inequalities induced by education accessibility are widespread and concern land use
policy makers globally. Yet much of existing research heavily emphasizes on uncovering the …

Quantile effect of educational facilities on housing price: Do homebuyers of higher-priced housing pay more for educational resources?

H Wen, Y Xiao, ECM Hui - Cities, 2019 - Elsevier
Educational facilities are valued highly by citizens and play an important part in improving
housing prices. Most existing studies applied the hedonic price model to obtain the average …

Institutional innovations from state-dominated to market-oriented: Price premium differentials of urban redevelopment projects in Shenzhen, China

Y Chen, KW Chau, M Zhang, L Yang - Cities, 2022 - Elsevier
Urban redevelopment has been widely acknowledged as a cure for the urban diseases
relevant to urban deterioration, decayed environment, and limited land supply in the process …

Interpretable machine learning for real estate market analysis

F Lorenz, J Willwersch, M Cajias… - Real estate …, 2023 - Wiley Online Library
Abstract Machine Learning (ML) excels at most predictive tasks but its complex
nonparametric structure renders it less useful for inference and out‐of sample predictions …

How does school district adjustment affect housing prices: An empirical investigation from Hangzhou, China

Y Peng, C Tian, H Wen - China Economic Review, 2021 - Elsevier
A quality promotion of neighborhood primary schools no doubt elevates nearby housing
price. But which houses benefit from the public policy is important to improve educational …

The rising and heterogeneous demand for urban green space by Chinese urban residents: Evidence from Beijing

Y Zhang, T Zhang, Y Zeng, C Yu, S Zheng - Journal of Cleaner Production, 2021 - Elsevier
Studies using Hedonic housing price model to discuss residents' demand for urban green
space (UGS) demonstrate the importance that residents place on UGS. While much of the …