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Modeling bike availability in a bike-sharing system using machine learning

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References

2010Bikesharing in Europe, the Americas, and Asia1,149 cited
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2010Urban cycles and mobility patterns: Exploring and predicting trends in a bicycle-based public transport system446 cited
2011Understanding Bike-Sharing Systems using Data Mining: Exploring Activity Patterns307 cited
2009Sensing and predicting the pulse of the city through shared bicycling307 cited
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2015Modeling Bike Share Station Activity: Effects of Nearby Businesses and Jobs on Trips to and from Stations275 cited
2012Cityride: A Predictive Bike Sharing Journey Advisor121 cited
2019Modeling bike counts in a bike-sharing system considering the effect of weather conditions80 cited

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2021Relocating operational and damaged bikes in free-floating systems: A data-driven modeling framework for level of service enhancement50 cited
2023Exploring spatio-temporal pattern heterogeneity of dockless bike-sharing system: Links with cycling environment

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47 cited

2021Network and station-level bike-sharing system prediction: a San Francisco bay area case study41 cited

2019Dynamic linear models to predict bike availability in a bike sharing system38 cited

2020Dynamic bike sharing traffic prediction using spatiotemporal pattern detection36 cited

2018Short-term Prediction of Bike-sharing Usage Considering Public Transport: A LSTM Approach30 cited

2019Multi Features and Multi-time steps LSTM Based Methodology for Bike Sharing Availability Prediction29 cited

2020A Deep Learning Based Multi-Block Hybrid Model for Bike-Sharing Supply-Demand Prediction27 cited

2019Analysis of Spatial and Temporal Characteristics of Citizens’ Mobility Based on E-Bike GPS Trajectory Data in Tengzhou City, China26 cited

2023Bike-sharing duopoly competition under government regulation20 cited

2020Optimal Relocation Strategy for Public Bike System with Selective Pick-Up and Delivery14 cited

2022Quality of Service Measure for Bike Sharing Systems9 cited

2021A Real-Time Bike Trip Planning Policy With Self-Organizing Bike Redistribution7 cited