Monitoring housing rental prices based on social media: An integrated approach of machine-learning algorithms and hedonic modeling to inform equitable housing …
National land use policies and strategies worldwide have attempted to establish a healthy
housing rental market towards urban sustainability. Monitoring fine-scale housing rental …
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 …
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
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 …
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?
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 …
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 …
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 …
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?
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 …
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
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 …
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 …
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 …
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
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 …
space (UGS) demonstrate the importance that residents place on UGS. While much of the …