Understanding Bike-Sharing Systems using Data Mining: Exploring Activity Patterns

Procedia - Social and Behavioral Sciences - Tập 20 - Trang 514-523 - 2011
Patrick Vogel1, Torsten Greiser1, Dirk C. Mattfeld1
1University of Braunschweig, Decision Support Group, Mühlenpfordtstraße 23, D-38106 Braunschweig, Germany

Tóm tắt

Từ khóa


Tài liệu tham khảo

Abonyi, J. & Feil, B. (2007).Cluster Analysis for Data Mining and System Identification. Birkhäuser Verlag AG.

Berkhin, P. (2006). A Survey of Clustering Data Mining Techniques. In: Grouping Multidimensional Data. 25-71.

Borgnat, P., Robardet, C., Rouquier, J.-B., Abry, P., Fleury, E. & Flandrin, P. (2010). Shared Bicycles in a City: A Signal Processing and Data Analysis Perspective.

DeMaio, P. (2009). Bike-sharing: History. Impacts. Models of Provision. and Future. In: Journal of Public Transportation. Vol. 12. No. 4. 2009.

Fayyad, U.M., Piattetsky-Shapiro, G., Smyth, P. (1996). From Data Mining to Knowledge Discovery: An Overview. In: Fayyad, U.M., Piatetsky-Shapiro, G., Smyth, P., Uthurusamy, R. (Ed.): Advances in Knowledge Discovery and Data Mining. AAAI Press, Menlo Park, 1-34.

Feix, C. (2007). Bedeutung von “Geo Business Intelligence” und Geomarketing zur Entscheidungsunterstützung unternehmerischer Planungsprozesse im Kontext wirtschaftlicher Liberalisierung. Freie Universität Berlin.

Froehlich, J., Neumann, J. & Oliver, N. (2008). Sensing and Predicting the Pulse of the City through Shared Bicycling.(Proceedings of the International Workshop on Urban. Community. and Social Applications of Networked Sensing Systems).

Han, J. & Kamber, M. (2006). Data Mining: Concepts and Techniques. Morgan Kaufmann. San Francisco.

Jain, A.K. & Dubes, R.C. (1988). Algorithms for clustering data. Prentice-Hall.

Kaltenbrunner, 2010, Urban cycles and mobility patterns: Exploring and predicting trends in a bicycle-based public transport system, Pervasive and Mobile Computing, 6, 455, 10.1016/j.pmcj.2010.07.002

Lin, 2011, Strategic design of public bicycle sharing systems with service level constraints, In Transportation Research Part E: Logistics and Transportation Review, 47, 284, 10.1016/j.tre.2010.09.004

Meisel, 2010, Synergies of Operations Research and Data Mining, European Journal of Operational Research., 206, 1, 10.1016/j.ejor.2009.10.017

Midgley, P. (2009). The Role of Smart Bike-sharing Systems. In: Urban Mobility. Journeys. May. 23-31.

Pinkofsky, L. (2006). Typisierung von Ganglinien der Verkehrsstärke und ihre Eignung zur Modellierung der Verkehrsnachfrage. Dissertation. Technische Universität Carolo-Wilhelmina zu Braunschweig. Institut für Verkehr und Stadtbauwesen.

Salhi, 1989, The effect of ignoring routes when locating depots, European Journal of Operations Research, 39, 150, 10.1016/0377-2217(89)90188-4

Shaheen, S., Guzman, S. & Zhang, H. (2010). Bikesharing in Europe. the Americas. and Asia: Past. Present and Future. Transportation Research Record.

Slonim, N., Friedman, N. & Tishby, N. (2002). Unsupervised document classification using sequential information maximization. In: Beaulieu. M. (Ed.): SIGIR 2002. Tampere. Finland. 129-136.

Tan, P.-N., Steinbach, M. & Kumar,V. (2006). Introduction to Data Mining. Pearson Addison-Wesley.

Vienna Statistical Yearbook (2009). http://www.wien.gv.at/statistik/pdf/bezirksportraets09.pdf.

Zahory, M.N. (2009). Tendering for the BSS in Arlington. www.metrobike.net/index.php?s=file_download&id=18.