{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,28]],"date-time":"2026-01-28T15:12:59Z","timestamp":1769613179887,"version":"3.49.0"},"reference-count":76,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2023,9,6]],"date-time":"2023-09-06T00:00:00Z","timestamp":1693958400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["42101244"],"award-info":[{"award-number":["42101244"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2023NSFSC1979"],"award-info":[{"award-number":["2023NSFSC1979"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Sichuan Science and Technology Program","award":["42101244"],"award-info":[{"award-number":["42101244"]}]},{"name":"Sichuan Science and Technology Program","award":["2023NSFSC1979"],"award-info":[{"award-number":["2023NSFSC1979"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJGI"],"abstract":"<jats:p>Determining the optimal planning scale for urban life circles and analyzing the associated built environment factors are crucial for comprehending and regulating residential differentiation. This study aims to bridge the current research void concerning the nonlinear hierarchical relationships between the built environment and residential differentiation under the multiscale effect. Specifically, six indicators were derived from urban crowdsourcing data: diversity of built environment function (DBEF1), density of built environment function (DBEF2), blue\u2013green environment (BGE), traffic accessibility (TA), population vitality (PV), and shopping vitality (SV). Then, a gradient boosting decision tree (GBDT) was applied to derive the analysis of these indicators. Finally, the interpretability of machine learning was leveraged to quantify the relative importance and nonlinear relationships between built environment indicators and housing prices. The results indicate a hierarchical structure and inflection point effect of the built environment on residential premiums. Notably, the impact trend of the built environment on housing prices within a 15 min life circle remains stable. The effect of crowd behavior, as depicted by PV and SV, on housing prices emerges as the most significant factor. Furthermore, this study also categorizes housing into common and high-end residences, thereby unveiling that distinct residential neighborhoods exhibit varying degrees of dependence on the built environment. The built environment exerts a scale effect on the formation of residential differentiation, with housing prices exhibiting increased sensitivity to the built environment at a smaller life circle scale. Conversely, the effect of the built environment on housing prices is amplified at a larger life circle scale. Under the dual influence of the scale and hierarchical effect, this framework can dynamically adapt to the uncertainty of changes in life circle planning policies and residential markets. This provides strong theoretical support for exploring the optimal life circle scale, alleviating residential differentiation, and promoting group fairness.<\/jats:p>","DOI":"10.3390\/ijgi12090371","type":"journal-article","created":{"date-parts":[[2023,9,6]],"date-time":"2023-09-06T10:14:14Z","timestamp":1693995254000},"page":"371","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Nonlinear Hierarchical Effects of Housing Prices and Built Environment Based on Multiscale Life Circle\u2014A Case Study of Chengdu"],"prefix":"10.3390","volume":"12","author":[{"given":"Yandi","family":"Song","sequence":"first","affiliation":[{"name":"The Faculty Geography Resources Sciences, Sichuan Normal University, Chengdu 610101, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0795-9989","authenticated-orcid":false,"given":"Shaoyao","family":"Zhang","sequence":"additional","affiliation":[{"name":"The Faculty Geography Resources Sciences, Sichuan Normal University, Chengdu 610101, China"}]},{"given":"Wei","family":"Deng","sequence":"additional","affiliation":[{"name":"The Faculty Geography Resources Sciences, Sichuan Normal University, Chengdu 610101, China"}]}],"member":"1968","published-online":{"date-parts":[[2023,9,6]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"250","DOI":"10.1016\/j.habitatint.2015.08.038","article-title":"Daily Life Circle Reconstruction: A Scheme for Sustainable Development in Urban China","volume":"50","author":"Liu","year":"2015","journal-title":"Habitat Int."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1080\/10225706.2014.942948","article-title":"From Socialist Danwei to New Danwei: A Daily-Life-Based Framework for Sustainable Development in Urban China","volume":"31","author":"Chai","year":"2014","journal-title":"Asian Geogr."},{"key":"ref_3","first-page":"5","article-title":"Evaluation of Residents\u2019 Daily Life Convenience Degree from the Viewpoint of Daily Life Circle, Nanjing","volume":"36","author":"Han","year":"2020","journal-title":"Planners"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"103333","DOI":"10.1016\/j.cities.2021.103333","article-title":"Human Settlement Value Assessment from a Place Perspective: Considering Human Dynamics and Perceptions in House Price Modeling","volume":"118","author":"Kang","year":"2021","journal-title":"Cities"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"104037","DOI":"10.1016\/j.cities.2022.104037","article-title":"Subjective and Objective Measures of Streetscape Perceptions: Relationships with Property Value in Shanghai","volume":"132","author":"Qiu","year":"2023","journal-title":"Cities"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"1701","DOI":"10.18306\/dlkxjz.2019.11.006","article-title":"Spatial Differentiation of Public Service Facilities\u2019 Configuration in Community Life Circle: A Case Study of Shahekou District in Dalian City","volume":"38","author":"Han","year":"2019","journal-title":"Prog. 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