Yingpeng Li

Environmental factors for outdoor jogging in Beijing: Insights from using explainable spatial machine learning and massive trajectory data

Wei Yang, Yingpeng Li, Yong Liu et al. · Landscape and Urban Planning · 2023 · 133 citations

Spatial Statistical Analysis, Data Science, Urban Modelling +10

Exploring nonlinear effects of built environment on jogging behavior using random forest

Yong Liu, Yingpeng Li, Wei Yang et al. · Applied Geography · 2023 · 82 citations

Physical Activity, Kinesiology, Dance +6

Unraveling nonlinear and interaction effects of multilevel built environment features on outdoor jogging with explainable machine learning

Wei Yang, Jun Fei, Yingpeng Li et al. · Cities · 2024 · 71 citations

Physical Activity, Kinesiology, Machine Learning +10

Unraveling nonlinear and spatial non-stationary effects of urban form on surface urban heat islands using explainable spatial machine learning

Yujia Ming, Yong Liu, Yingpeng Li et al. · Computers Environment and Urban Systems · 2024 · 62 citations

Quantitative Spatial Model, Urban Design, Urban Modelling +8

How does visual environment affect outdoor jogging behavior? Insights from large-scale city images and GPS trajectories

Wei Yang, Hong Chen, Jingjing Li et al. · Urban forestry & urban greening · 2024 · 28 citations

Large-scale City Images, Physical Activity, Dance +10