文章基本信息

标题：Understanding Bike-Sharing Systems using Data Mining: Exploring Activity Patterns
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作者：Patrick Vogel ; Patrick Vogel ; Torsten Greiser 等
期刊名称：Procedia - Social and Behavioral Sciences
印刷版ISSN：1877-0428
出版年度：2011
卷号：20
页码：514-523
DOI：10.1016/j.sbspro.2011.08.058
语种：English
出版社：Elsevier
摘要：AbstractIn this paper we analyze extensive operational data from bike-sharing systems in order to derive bike activity patterns. A common issue observed in bike-sharing systems is imbalances in the distribution of bikes. We use Data Mining to gain insight into the complex bike activity patterns at stations. Activity patterns reveal imbalances in the distribution of bikes and lead to a better understanding of the system structure. A structured Data Mining process supports planning and operating decisions for the design and management of bike-sharing systems.
关键词：Bike-Sharing;Data Mining;Activity Patterns