PDF下载 分享
 WANG Li-Na,SHEN Jiang-Long.Time Series Data Mining:Spatio-temporal Clustering of Public Bicycle System[J].Journal of Inner Mongolia University of Technology,2020,(4):249-255.



[1] 盖玲,王艳君.共享单车介入下的交通市场博弈分析[J].经济与管理,2019,33(6):20~26.
[2] 杨宝路,冯相昭.我国共享交通的现状、问题分析与发展建议[J].环境保护,2017,45(24):49~52.
[3] Froehlich J,Neumann J,Oliver N.Sensing and predicting the pulse of the city through shared bicycling[C]//21st International Joint Conference on Artificial Intelligence,2009:1420~1426.
[4] Vogel P,Mattfeld D.Strategic and operational planning of bike-sharing systems by data mining-a case study[J].Lecture Notes in Computer Science,2011,6971:127~141.
[5] Lathia N,Ahmed S,Capra L.Measuring the impact of opening the London shared bicycle scheme to casual users[J].Transportation Research Part C:Emerging Technologies,2012,22:88~102.
[6] Etienne C,Latifa O.Model-Based count series clustering for bike sharing system usage mining:A case study with the Vélib' system of Paris[J].ACM Transactions on Intelligent Systems and Technology,2014,5(3):1~21.
[7] Shi XY,Yu ZH,Xu HT,et al.Clustering the stations of bicycle sharing system[J].Journal of Donghua University,2016,33(6):968~972.
[8] Feng YL,Affonso RC,Zolghadri M.Analysis of bike sharing system by clustering:The Vélib'case[J].IFAC Papers OnLine,2017,50(1):12422~12427.
[9] Wu JS,Wang LY,Li WF.Usage patterns and impact factors of public bicycle systems:Comparison between city center and suburban district in Shenzhen[J].Journal of Urban Planning and Development,2018,144(3):04018027.
[10] Ma XW,Cao RM,Jin YC.Spatiotemporal clustering analysis of bicycle sharing system with data mining approach[J].Information,2019,10(5):163.
[11] Arora P,Dr D,Varshney S.Analysis of K-Means and K-Medoids algorithm for big data[J].Procedia Computer Science,2016,78:507~512.
[12] Zhang Y,Brussel MJG,Thomas T,et al.Mining bike-sharing travel behavior data:An investigation into trip chains and transition activities[J].Computers Environment and Urban Systems,2018,69:39~50.
[13] Li D,Zhao YF,Li Y.Time-Series representation and clustering approaches for sharing bike usage mining[J].IEEE Access,2019,7:177856~177863.


基金项目:国家自然科学基金项目(11861049); 内蒙古自治区自然科学基金项目(2018LH01012)

更新日期/Last Update: 2020-09-27