Ya-Qiong Duan

Context-dependent walkability: built-environment associations and nonlinear contributions to pedestrian space quality–walking behavior mismatch in Xi’an, China

In the context of urban regeneration, substantial investments in pedestrian space quality (PSQ) do not always translate into corresponding gains in walking behavior (WB). Existing studies often assume a linear PSQ–WB relationship, which cannot capture nonlinear associations and contribution patterns observed in practic...