References

• 2016Physical activity in relation to urban environments in 14 cities worldwide: a cross-sectional study1,388 cited
• 2021To walk or not to walk? Examining non-linear effects of streetscape greenery on walking propensity of older adults462 cited
• 2020Examining non-linear built environment effects on elderly’s walking: A random forest approach352 cited
• 2021Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach250 cited
• 2023Assessing impacts of objective features and subjective perceptions of street environment on running amount: A case study of Boston186 cited
• 2023Environmental factors for outdoor jogging in Beijing: Insights from using explainable spatial machine learning and massive trajectory data176 cited
• 2022Cluster analysis of microscopic spatio-temporal patterns of tourists’ movement behaviors in mountainous scenic areas using open GPS-trajectory data100 cited
• 2023Bias and precision of crowdsourced recreational activity data from Strava97 cited
• 2023Exploring nonlinear effects of built environment on jogging behavior using random forest96 cited
• 2022Sustainable design of running friendly streets: Environmental exposures predict runnability by Volunteered Geographic Information and multilevel model approaches83 cited
• 2022How Are Macro-Scale and Micro-Scale Built Environments Associated with Running Activity? The Application of Strava Data and Deep Learning in Inner London78 cited
• 2023Examining the influence of neighborhood and street-level built environment on fitness jogging in Chengdu, China: A massive GPS trajectory data analysis