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Examining non-linear relationship between streetscape features and propensity of walking to school in Hong Kong using machine learning techniques

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References

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2010Using Google Street View to Audit Neighborhood Environments642 cited
2006The relative influence of urban form on a child’s travel mode to school582 cited
2021To walk or not to walk? Examining non-linear effects of streetscape greenery on walking propensity of older adults462 cited
2008Children's active commuting to school: current knowledge and future directions.440 cited
2007Children’s mode choice for the school trip: the role of distance and school location in walking to school422 cited
2017Color and emotion: effects of hue, saturation, and brightness403 cited
2011The relationship between active travel to school and health-related fitness in children and adolescents: a systematic review372 cited
2020Examining non-linear built environment effects on elderly’s walking: A random forest approach352 cited
2010School site and the potential to walk to school: The impact of street connectivity and traffic exposure in school neighborhoods325 cited
2008Critical Factors for Active Transportation to School Among Low-Income and Minority Students260 cited
2020Objective scoring of streetscape walkability related to leisure walking: Statistical modeling approach with semantic segmentation of Google Street View images

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247 cited

2004Neighborhood Design and Rates of Walking and Biking to Elementary School in 34 California Communities223 cited

2019The relationship between visual enclosure for neighbourhood street walkability and elders’ mental health in China: Using street view images207 cited

Cited by

2024Unraveling the effects of micro-level street environment on dockless bikeshare in Ithaca38 cited
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2025Examining the associations between the built environment and older adults’ walking behavior: Spatial and distributional heterogeneity6 cited
2024Nonlinear Influence of the Built Environment on the Attraction of the Third Activity: A Comparative Analysis of Inflow from Home and Work6 cited
2025Key factors of independent active school travel in Chiba, Japan: Focusing on crime safety and community initiatives5 cited
2025Street View-Enabled Explainable Machine Learning for Spatial Optimization of Non-Motorized Transportation-Oriented Urban Design4 cited