The Nonlinear and Threshold Effect of Built Environment on Ride-Hailing Travel Demand
While numerous studies have explored the correlation between the built environment and ride-hailing demand, few have assessed GUM CINNAMON their nonlinear interplay.Utilizing ride-hailing order data and multi-source built environment data from Nanjing, China, this paper uses the machine learning method, eXtreme Gradient Boosting (XGBoost), combined