Bike sharing system requires prediction of bike usage based on usage history to re-distribute bikes between stations. In this study, original data was collected around Washington D.C. area in 2011 and 2012. Original data is processed by several feature engineering approaches based on analysis and understanding of the data. Ridge linear regression, support vector regression (εSVR), random forest...

Bicycle-sharing is experiencing rapidly as a low-carbon transport mode of travel, with the advantages low cost and sustainability. operators use electronic fence parking points to manage bicycle-sharing, but it too time-consuming impractical them individually. Therefore, necessary cluster implement regionalized management. This study uses Mean-shift clustering algorithm on Xiamen Island, constr...

We conducted individual and ecologic analyses of prospectively collected data from 839 injured bicyclists who collided with motorized vehicles and presented to Bellevue Hospital, an urban Level-1 trauma center in New York City, from December 2008 to August 2014. Variables included demographics, scene information, rider behaviors, bicycle route availability, and whether the collision occurred be...

This is the authors’ preprint version. The final publication has a few minor differences. Abstract Bicycle sharing systems are increasingly being deployed in urban areas around the world, alongside online maps that disclose the state (i.e., location, number of bicycles/number of free parking slots) of stations in each city. Recent work has demonstrated how regularly monitoring these online maps...

Bicycle sharing systems exist in hundreds of cities around the world, with the aim of providing a form of public transport with the associated health and environmental benefits of cycling without the burden of private ownership and maintenance. Five cities have provided research data on the journeys (start and end time and location) taking place in their bicycle sharing system. In this paper, w...

1 In recent years, there has been increasing attention on bicycle-sharing systems (BSS) as a viable 2 and sustainable mode of transportation for short trips. However, due to relatively recent adoption 3 of BSS there is very little research exploring how people consider these systems within the 4 existing transportation alternatives. Given the recent growth of BSS across the world, there is 5 su...