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Analysis of urban vitality and its driving factors in Zhengzhou’s main urban area based on multi-source data and XGBoost
13 references·1 citing·49 second hopsampled
Analysis of urban vitality and its driving factors in Zhengzhou’s main urban area based on multi-source data and XGBoost (2025)Analysis of urban vitality and its drivin…The attraction gradient of urban functions: How does functional mix at multiple scales predict urban vitality (2024)The attraction gradient of ur…Response to shrinking cities: Cultural urban regeneration (2024)Response to shrinking cities:…Nonlinear and threshold effects of the built environment, road vehicles and air pollution on urban vitality (2024)Nonlinear and threshold effec…Arts and culture in the city: Peripheral centrality, cultural vitality, and urban change in inner suburbs (2024)Arts and culture in the city:…Influence of built environment and user experience on the waterfront vitality of historical urban areas: A case study of the Qinhuai River in Nanjing, China (2023)Influence of built environmen…Exploring the spatiotemporal patterns and correlates of urban vitality: Temporal and spatial heterogeneity (2023)Exploring the spatiotemporal …Impact of particulate matter and urban spatial characteristics on urban vitality using spatiotemporal big data (2022)Impact of particulate matter …Analysis of Urban Vitality in Nanjing Based on a Plot Boundary-Based Neural Network Weighted Regression Model (2022)Analysis of Urban Vitality in…Urban vitality and seniors’ outdoor rest time in Barcelona (2021)Urban vitality and seniors’ o…Effects of the Human and Built Environment on Neighborhood Vitality: Evidence from Seoul, Korea, Using Mobile Phone Data (2020)Effects of the Human and Buil…Built environment, urban vitality and social cohesion: Do vibrant neighborhoods foster strong communities? (2020)Built environment, urban vita…Spatiotemporal distribution characteristics and mechanism analysis of urban population density: A case of Xi'an, Shaanxi, China (2018)Spatiotemporal distribution c…Evaluating cities' vitality and identifying ghost cities in China with emerging geographical data (2017)Evaluating cities' vitality a…What makes historic districts thrive? Spatial configurations and differentiated strategies for heritage regeneration (2026)What makes historic districts…The Death and Life of Great American Cities (1962)The Urban Transformation of the Developing World (2008)The Death and Life of Great American Cities (2015)Elaborating non-linear associations and synergies of subway access and land uses with urban vitality in Shenzhen (2020)The spatial integration and coordinated industrial development of urban agglomerations in the Yangtze River Economic Belt, China (2020)Urban expansion and the urban–rural income gap: Empirical evidence from China (2022)The Analysis of Spatial Association by Use of Distance Statistics (1992)Understanding individual human mobility patterns (2008)Limits of Predictability in Human Mobility (2010)How do FDI and technical innovation affect environmental quality? Evidence from China (2019)Impacts of changing urban land-use structure on sustainable city growth in China: A population-density dynamics perspective (2020)Investigating the spatiotemporal pattern of urban vibrancy and its determinants: Spatial big data analyses in Beijing, China (2022)A Generalized Spatial Two-Stage Least Squares Procedure for Estimating a Spatial Autoregressive Model with Autoregressive Disturbances (1998)A Generalized Moments Estimator for the Autoregressive Parameter in a Spatial Model (1999)Urban Food Takeaway Vitality: A New Technique to Assess Urban Vitality (2021)Revealing the Spatio-Temporal Heterogeneity of the Association between the Built Environment and Urban Vitality in Shenzhen (2023)Core-periphery disparity in community vitality in Chongqing, China: Nonlinear explanation based on mobile phone data and multi-scale factors (2024)The Strength of Weak Ties (1973)Bowling alone: the collapse and revival of American community (2000)Structural equation modeling with AMOS: basic concepts, applications, and programming (2000)What makes cities livable? Determinants of neighborhood satisfaction and neighborhood happiness in different contexts (2021)Time to challenge the 15-minute city: Seven pitfalls for sustainability, equity, livability, and spatial analysis (2024)Understanding the Relationship between Urban Public Space and Social Cohesion: A Systematic Review (2024)Toward an experimental ecology of human development. (1977)The development of a walkability index: application to the Neighborhood Quality of Life Study (2009)Age differences in loneliness from late adolescence to oldest old age. (2016)Evaluating urban vitality and resilience under the influence of the COVID-19 pandemic from a mobility perspective: A case study in Shenzhen, China (2024)A systematic review of urban vitality studies: Trends and research opportunities (2025)Urban vitality versus urban livability: Does vibrancy matter for neighborhood satisfaction and neighborhood happiness? (2025)Spatial Econometrics: Methods and Models (1989)Obesity relationships with community design, physical activity, and time spent in cars (2004)Differences in urban daytime and night block vitality based on mobile phone signaling data: A case study of Kunming’s urban district (2024)Integrating spatial vitality and node-place model to evaluate and classify metro station areas in Wuhan (2024)Statistical Tests for Spatial Nonstationarity Based on the Geographically Weighted Regression Model (2000)The trajectories of European cities, 1960–2005 (2007)The Impact of Built Environment on Urban Vitality—A Multi-Scale Geographically Weighted Regression Analysis in the Case of Shenyang, China (2025)Urban vitality transfer: Analysis of 50 factors based on 24-h weekday activity in Nanjing (2025)Geographically Weighted Regression: The Analysis of Spatially Varying Relationships (2002)Applying mobile phone data to travel behaviour research: A literature review (2017)To walk or not to walk? Examining non-linear effects of streetscape greenery on walking propensity of older adults (2021)Portraying business district vibrancy with mobile phone data and optimal parameters-based geographical detector model (2023)The Nonlinear Relationship and Synergistic Effects between Built Environment and Urban Vitality at the Neighborhood Scale: A Case Study of Guangzhou’s Central Urban Area (2024)Travel and the Built Environment (2010)Multiscale Geographically Weighted Regression (MGWR) (2017)Exploring the Influence Mechanisms and Spatial Heterogeneity of Urban Vitality Recovery in the University Fringe Areas of Nanjing (2024)Exploring the nonlinear relationship and interaction effects between the built environment and street vitality using machine learning methods (2025)Street view imagery in urban analytics and GIS: A review (2021)Exploring Nonlinear Threshold Effects and Interactions Between Built Environment and Urban Vitality at the Block Level Using Machine Learning (2025)Investigating the factors influencing intercity travel mode choice in urban agglomerations: Insights from a three-phase framework (2025)
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References

  • 2020Built environment, urban vitality and social cohesion: Do vibrant neighborhoods foster strong communities?402 cited
  • 2017Evaluating cities' vitality and identifying ghost cities in China with emerging geographical data383 cited
  • 2023Exploring the spatiotemporal patterns and correlates of urban vitality: Temporal and spatial heterogeneity215 cited
  • 2018Spatiotemporal distribution characteristics and mechanism analysis of urban population density: A case of Xi'an, Shaanxi, China203 cited
  • 2024Nonlinear and threshold effects of the built environment, road vehicles and air pollution on urban vitality131 cited
  • 2020Effects of the Human and Built Environment on Neighborhood Vitality: Evidence from Seoul, Korea, Using Mobile Phone Data55 cited
  • 2022Impact of particulate matter and urban spatial characteristics on urban vitality using spatiotemporal big data55 cited
  • 2023Influence of built environment and user experience on the waterfront vitality of historical urban areas: A case study of the Qinhuai River in Nanjing, China50 cited
  • 2021Urban vitality and seniors’ outdoor rest time in Barcelona39 cited
  • 2022Analysis of Urban Vitality in Nanjing Based on a Plot Boundary-Based Neural Network Weighted Regression Model33 cited
  • 2024Arts and culture in the city: Peripheral centrality, cultural vitality, and urban change in inner suburbs28 cited
  • 2024The attraction gradient of urban functions: How does functional mix at multiple scales predict urban vitality28 cited

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Response to shrinking cities: Cultural urban regeneration
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  • 2026What makes historic districts thrive? Spatial configurations and differentiated strategies for heritage regeneration2 cited