Hybrid cluster-regression approach to model bikeshare station usage

Michael Hyland,Zihan Hong,Helen Karla Ramalho de Farias Pinto,Ying Chen

Transportation Research Part A: Policy and Practice（2018）

引用 65|浏览9

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摘要

•Hybrid approach to model demand at bikeshare stations.•Hybrid approach combines cluster analysis and multilevel mixed-effects regression models.•Promising approach in terms of modeling monthly station usage.•Improves understanding of impact of nearby stations on station usage.•Uncovers household type (family, couple, single) as determinant of station usage.

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关键词

Bikesharing,Demand modeling,Shared mobility,Clustering,Multilevel mixed models

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