Examining pedestrian satisfaction in gated and open communities: An integration of gradient boosting decision trees and impact-asymmetry analysis

《Examining pedestrian satisfaction in gated and open communities: An integration of gradient boosting decision trees and impact-asymmetry analysis》

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关键字: Importance performance analysis; Satisfaction; Walkability; Decision tree; Neighborhood design; BUILT ENVIRONMENT; PHYSICAL-ACTIVITY; NEIGHBORHOOD SATISFACTION; CUSTOMER SATISFACTION; QUALITY ATTRIBUTES; 3-FACTOR THEORY; SELF-SELECTION; WALKABILITY; WALKI

作者单位: [Dong, Wei; Dong, Yu] Harbin Inst Technol, Sch Architecture, Harbin, Heilongjiang, Peoples R China. [Dong, Wei; Dong, Yu] Minist Ind & Informat Technol, Key Lab Cold Reg Urban & Rural Human Settlement E, Harbin, Heilongjiang, Peoples R China. [Cao, Xinyu; Wu, Xinyi] Univ Minnesota Twin Cities, Humphrey Sch Publ Affairs, Minneapolis, MN 55455 USA. Cao, XY (reprint author), Univ Minnesota Twin Cities, Humphrey Sch Publ Affairs, Minneapolis, MN 55455 USA. E-Mail: cao@umn.edu

摘要: This study compares satisfaction with walkability of residents in gated and open communities in Harbin, China. The results of gradient boosting decision trees show that neighborhood attributes associated with satisfaction with walkability differ between gated and open communities. Neighborhood leisure activities, space, and street furniture are the most influential attributes for walkability in gated communities. Sidewalk quality, neighborhood safety, and leisure activities are important for open communities. Using impact-asymmetry analysis, this study illustrates the nonlinear effects of neighborhood attributes on pedestrian satisfaction and classifies these attributes into frustrators, dissatisfiers, hybrids, satisfiers and delighters. By integrating attribute classification and their performance, we found that social interaction is an improvement priority for gated communities and that neighborhood space and street furniture could be enhanced given resource availability. For open communities, we recommend that planners improve outdoor facilities, canopy and shelter, and open space.